{"id":"W4412785344","doi":"10.1055/a-2591-1479","title":"Commentary","year":2025,"lang":"en","type":"article","venue":"Endoscopy","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005485264,0.001709764,0.001792136,0.001813001,0.005800167,0.007131297,0.003267008,0.06584508,0.07123548],"category_scores_gemma":[0.0472051,0.0008607067,0.002876791,0.001181956,0.003493441,0.003830591,0.004723601,0.0415862,0.0307594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006916898,"about_ca_system_score_gemma":0.00914027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006575407,"about_ca_topic_score_gemma":0.009427803,"domain_scores_codex":[0.9939525,0.001372478,0.0003791835,0.0008306374,0.002016202,0.001449097],"domain_scores_gemma":[0.9824601,0.007323544,0.001092631,0.0005979954,0.005095796,0.003429933],"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":[0.00001148628,0.00000239914,0.00003132677,0.00004692455,0.000004533807,0.0001261634,0.00003195537,0.000006886778,0.00001903876,0.0008942655,0.9971707,0.001654152],"study_design_scores_gemma":[0.00003202218,0.00001201048,0.0001685137,0.0005407718,0.00001812714,0.0001793644,0.0001598207,0.00002388681,0.0000543785,0.001830823,0.9969664,0.00001377003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001526075,0.002891655,0.00006916132,0.8308357,0.1503239,0.00003004768,0.0001365699,0.00003908636,0.01552137],"genre_scores_gemma":[0.001834428,0.001421944,0.00007257516,0.8588207,0.1121084,0.00007719296,0.0000848314,0.00005033832,0.0255296],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9287645,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009473437178976668,"score_gpt":0.3005679543277844,"score_spread":0.2910945171488077,"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."}}