{"id":"W4395053065","doi":"10.1055/s-0044-1783007","title":"Autonomous Artificial Intelligence versus AI Assisted Human optical diagnosis of colorectal polyps: A randomized controlled trial","year":2024,"lang":"en","type":"article","venue":"Endoscopy","topic":"Advanced Image Fusion Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Randomized controlled trial; Artificial intelligence; Colonoscopy; Surgery; Colorectal cancer; Internal medicine; Computer science; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004458257,0.002578859,0.005354314,0.0006015168,0.0007789354,0.001785767,0.001320876,0.00442833,0.009035927],"category_scores_gemma":[0.006263411,0.0008074901,0.003146227,0.0005958853,0.002576931,0.002269422,0.0007570985,0.004635078,0.001249022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009601261,"about_ca_system_score_gemma":0.001216991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007738143,"about_ca_topic_score_gemma":0.0008353537,"domain_scores_codex":[0.997267,0.001520612,0.0002302817,0.0004629092,0.0001998232,0.0003193205],"domain_scores_gemma":[0.9953912,0.00243636,0.0008854783,0.000315793,0.0002780229,0.000693112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9920371,0.003390211,0.0001816991,0.0004073605,0.0004692316,0.00001533352,0.00002448341,0.00008632003,0.0002515505,0.00007700334,0.0001769462,0.00288275],"study_design_scores_gemma":[0.9162644,0.080957,0.0006875397,0.00007646605,0.0006675987,0.0000131322,0.00003414044,0.0003812597,0.0001836383,0.0002821735,0.0004347271,0.00001790078],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533574,0.01270314,0.00229313,0.001627773,0.003216717,0.02235772,0.001164171,0.000174561,0.00310539],"genre_scores_gemma":[0.9547228,0.003567514,0.004470924,0.002319742,0.001965912,0.02809795,0.0007324393,0.00003395227,0.004088849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009035927,"threshold_uncertainty_score":0.03022814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02032904445573086,"score_gpt":0.3214973807354374,"score_spread":0.3011683362797065,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}