{"id":"W4200267682","doi":"10.1055/a-1561-6046","title":"Commentary","year":2021,"lang":"en","type":"letter","venue":"Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colonoscopy; Medicine; Adenoma; Artificial intelligence; Optimism; General surgery; Surgery; Internal medicine; Colorectal cancer; Computer science; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004469072,0.001132447,0.001458142,0.001092081,0.004658485,0.00456294,0.004301824,0.06455861,0.0307063],"category_scores_gemma":[0.03350557,0.0008103305,0.001815553,0.0007495661,0.003659532,0.004469301,0.002156775,0.04167569,0.02981249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007341273,"about_ca_system_score_gemma":0.008799289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008634164,"about_ca_topic_score_gemma":0.009836718,"domain_scores_codex":[0.9957952,0.0008511377,0.0003328722,0.0006264952,0.001764648,0.0006297025],"domain_scores_gemma":[0.9850717,0.006599294,0.0007131228,0.000523565,0.004854362,0.00223806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008976824,0.000004815618,0.00003512029,0.00002543449,0.000002500865,0.0002210821,0.00003847829,0.00001021457,0.00002636614,0.0007300345,0.9970219,0.001875151],"study_design_scores_gemma":[0.00002483161,0.00001703991,0.0001916834,0.0002314539,0.000007853527,0.0005305309,0.0001484745,0.00005661786,0.00007540181,0.001932918,0.996765,0.00001810444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001232596,0.001023762,0.00005753163,0.9339812,0.05936258,0.00001975132,0.00009849069,0.00005289251,0.005280585],"genre_scores_gemma":[0.00111149,0.0005658904,0.00007432533,0.9546494,0.0323244,0.00003666291,0.00003351837,0.00002049959,0.01118388],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06455861,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352239712389866,"score_gpt":0.2842418856666084,"score_spread":0.2607194885427097,"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."}}