{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008584242,0.0000649053,0.00007475171,0.00008327464,0.0000565779,0.00001501262,0.0001359746,0.00001837878,0.0005689429],"category_scores_gemma":[0.00002113411,0.0000646781,0.00002771121,0.0002319241,0.0000343917,0.00005406882,0.00005608778,0.00007784568,0.004877474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006806698,"about_ca_system_score_gemma":0.00001764684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009190651,"about_ca_topic_score_gemma":0.00001794085,"domain_scores_codex":[0.9995338,0.00003750961,0.00008302533,0.0001148759,0.00007776314,0.0001530663],"domain_scores_gemma":[0.9996642,0.00005220943,0.00001528765,0.0002294148,0.00001087556,0.00002796816],"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":[0.00002608388,0.00004287578,0.02875691,0.000005151296,0.0000244368,0.000004207333,0.00004489967,0.000002244188,0.01721277,0.00376502,0.9496015,0.0005139327],"study_design_scores_gemma":[0.0007659048,0.00001601215,0.008139606,0.00002810702,0.00001668864,2.037396e-7,0.00005331685,0.00005382431,0.1137103,0.001976509,0.8751655,0.00007409877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5219194,0.0008675642,0.0007611786,0.01806357,0.001551118,0.0003886703,0.00008398417,0.0008454809,0.4555191],"genre_scores_gemma":[0.9793456,0.00000469354,0.003631052,0.0138059,0.00006248818,0.00002328028,0.0000269503,0.00002262253,0.003077472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4574262,"threshold_uncertainty_score":0.9958974,"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."}}