Viewing enriched Twitter post
(2025) A biologist discovered 100s of errors in a paper that used AI to classify enzymes. Publishing incentives rewards flashy results, not diligent fact-checking, and it is very difficult to evaluate AI claims in areas we are not experts. 11/ https://t.co/BJDSsDIAkK
{
"media": [
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1991250950976336096/media_0.jpg?",
"filename": "media_0.jpg"
}
],
"processed_at": "2025-11-27T20:42:22.002278",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "1991250950976336096",
"url": "https://x.com/math_rachel/status/1991250950976336096",
"twitterUrl": "https://twitter.com/math_rachel/status/1991250950976336096",
"text": "(2025) A biologist discovered 100s of errors in a paper that used AI to classify enzymes. \n\nPublishing incentives rewards flashy results, not diligent fact-checking, and it is very difficult to evaluate AI claims in areas we are not experts. 11/\n\nhttps://t.co/BJDSsDIAkK",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 0,
"likeCount": 1,
"quoteCount": 0,
"viewCount": 1055,
"createdAt": "Wed Nov 19 21:03:17 +0000 2025",
"lang": "en",
"bookmarkCount": 1,
"isReply": true,
"inReplyToId": "1990600689421365597",
"conversationId": "1990600666881138888",
"displayTextRange": [
0,
270
],
"inReplyToUserId": "1408142352",
"inReplyToUsername": "math_rachel",
"author": {
"type": "user",
"userName": "math_rachel",
"url": "https://x.com/math_rachel",
"twitterUrl": "https://twitter.com/math_rachel",
"id": "1408142352",
"name": "Rachel Thomas",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1606468642375602177/OwMf0hll_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/1408142352/1612078662",
"description": "",
"location": "Brisbane, Australia",
"followers": 92946,
"following": 837,
"status": "",
"canDm": true,
"canMediaTag": false,
"createdAt": "Mon May 06 16:31:50 +0000 2013",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 4010,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 2050,
"statusesCount": 10184,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1297255819965169664"
],
"profile_bio": {
"description": "fast ai co-founder | past: math PhD, early eng at uber, prof at USF Data Institute | deep learning, immunology, education",
"entities": {
"description": {},
"url": {
"urls": [
{
"display_url": "rachel.fast.ai",
"expanded_url": "https://rachel.fast.ai/",
"indices": [
0,
23
],
"url": "https://t.co/vfhtiBRzun"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 150,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=280x150",
"width": 219
}
}
},
{
"key": "description",
"value": {
"string_value": "AI, science, education, & ethics"
}
},
{
"key": "domain",
"value": {
"string_value": "rachel.fast.ai"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 288,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=420x420_1",
"width": 420
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 1110,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=orig",
"width": 1618
}
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"user_value": {
"id_str": "1408142352"
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 69,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=100x100",
"width": 100
}
}
},
{
"key": "creator",
"value": {
"user_value": {
"id_str": "1408142352"
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 1110,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=png&name=2048x2048_2_exp",
"width": 1618
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 1110,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=orig",
"width": 1618
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "rachel.fast.ai"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 81.85,
"rgb": {
"blue": 255,
"green": 255,
"red": 255
}
},
{
"percentage": 4.79,
"rgb": {
"blue": 130,
"green": 130,
"red": 130
}
},
{
"percentage": 3.76,
"rgb": {
"blue": 137,
"green": 132,
"red": 191
}
},
{
"percentage": 1.9,
"rgb": {
"blue": 68,
"green": 74,
"red": 195
}
},
{
"percentage": 1.77,
"rgb": {
"blue": 199,
"green": 196,
"red": 156
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Rachel Thomas, PhD - Deep learning gets the glory, deep fact checking gets ignored"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 81.85,
"rgb": {
"blue": 255,
"green": 255,
"red": 255
}
},
{
"percentage": 4.79,
"rgb": {
"blue": 130,
"green": 130,
"red": 130
}
},
{
"percentage": 3.76,
"rgb": {
"blue": 137,
"green": 132,
"red": 191
}
},
{
"percentage": 1.9,
"rgb": {
"blue": 68,
"green": 74,
"red": 195
}
},
{
"percentage": 1.77,
"rgb": {
"blue": 199,
"green": 196,
"red": 156
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 1110,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=png&name=2048x2048_2_exp",
"width": 1618
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 81.85,
"rgb": {
"blue": 255,
"green": 255,
"red": 255
}
},
{
"percentage": 4.79,
"rgb": {
"blue": 130,
"green": 130,
"red": 130
}
},
{
"percentage": 3.76,
"rgb": {
"blue": 137,
"green": 132,
"red": 191
}
},
{
"percentage": 1.9,
"rgb": {
"blue": 68,
"green": 74,
"red": 195
}
},
{
"percentage": 1.77,
"rgb": {
"blue": 199,
"green": 196,
"red": 156
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 1110,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=png&name=2048x2048_2_exp",
"width": 1618
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/BJDSsDIAkK"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 1110,
"url": "https://pbs.twimg.com/card_img/1991517283059937280/ZVuNvDin?format=jpg&name=orig",
"width": 1618
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/BJDSsDIAkK",
"user_refs_results": [
{
"rest_id": "1408142352",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 4010
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1606468642375602177/OwMf0hll_normal.jpg"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/1408142352/1612078662"
},
"core": {
"created_at": "Mon May 06 16:31:50 +0000 2013",
"name": "Rachel Thomas",
"screen_name": "math_rachel"
},
"dm_permissions": {
"can_dm": true
},
"exclusive_tweet_following": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "Brisbane, Australia"
},
"media_permissions": {
"can_media_tag": false
},
"notifications_settings": {},
"pinned_items": {
"tweet_ids_str": [
"1297255819965169664"
]
},
"privacy": {},
"private_super_following": false,
"profile_bio": {
"description": "fast ai co-founder | past: math PhD, early eng at uber, prof at USF Data Institute | deep learning, immunology, education",
"entities": {
"description": {},
"url": {
"urls": [
{
"display_url": "rachel.fast.ai",
"expanded_url": "https://rachel.fast.ai/",
"indices": [
0,
23
],
"url": "https://t.co/vfhtiBRzun"
}
]
}
}
},
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "113E87"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 92946,
"following": 837
},
"relationship_perspectives": {},
"rest_id": "1408142352",
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 2050,
"tweets": 10184
},
"website": {
"url": "https://t.co/vfhtiBRzun"
},
"verification": {
"is_blue_verified": true
}
}
},
{
"rest_id": "1408142352",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 4010
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1606468642375602177/OwMf0hll_normal.jpg"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/1408142352/1612078662"
},
"core": {
"created_at": "Mon May 06 16:31:50 +0000 2013",
"name": "Rachel Thomas",
"screen_name": "math_rachel"
},
"dm_permissions": {
"can_dm": true
},
"exclusive_tweet_following": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "Brisbane, Australia"
},
"media_permissions": {
"can_media_tag": false
},
"notifications_settings": {},
"pinned_items": {
"tweet_ids_str": [
"1297255819965169664"
]
},
"privacy": {},
"private_super_following": false,
"profile_bio": {
"description": "fast ai co-founder | past: math PhD, early eng at uber, prof at USF Data Institute | deep learning, immunology, education",
"entities": {
"description": {},
"url": {
"urls": [
{
"display_url": "rachel.fast.ai",
"expanded_url": "https://rachel.fast.ai/",
"indices": [
0,
23
],
"url": "https://t.co/vfhtiBRzun"
}
]
}
}
},
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "113E87"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 92946,
"following": 837
},
"relationship_perspectives": {},
"rest_id": "1408142352",
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 2050,
"tweets": 10184
},
"website": {
"url": "https://t.co/vfhtiBRzun"
},
"verification": {
"is_blue_verified": true
}
}
}
]
},
"place": {},
"entities": {
"urls": [
{
"display_url": "rachel.fast.ai/posts/2025-06-…",
"expanded_url": "https://rachel.fast.ai/posts/2025-06-04-enzyme-ml-fails/",
"indices": [
247,
270
],
"url": "https://t.co/BJDSsDIAkK"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}