{"id":"W7111089062","doi":"10.1371/journal.pone.0332378.s001","title":"PRISMA 2020 checklist.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Odds ratio; Incidence (geometry); Retrospective cohort study; Pancreatitis; Complication; Logistic regression; Pancreatic duct; Risk assessment; Prospective cohort study","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006608836,0.0004042804,0.0005143392,0.0001569065,0.0001794884,0.0001092993,0.0004008899,0.0003826436,0.7789043],"category_scores_gemma":[0.002539495,0.0003946538,0.0003190355,0.0009084826,0.00002448217,0.0001181015,0.0002977678,0.0006197672,0.01868036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069033,"about_ca_system_score_gemma":0.0008892036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001391666,"about_ca_topic_score_gemma":0.000009764084,"domain_scores_codex":[0.9977199,0.00005740443,0.0005172836,0.0006623502,0.0003678794,0.0006751889],"domain_scores_gemma":[0.9984473,0.0001282842,0.0001211151,0.0007411477,0.0003052291,0.0002569345],"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":[0.00006500616,0.0002425816,0.0005469231,0.002235545,0.0002104783,0.0001066226,0.0002381207,0.000001787312,0.00010276,0.00002874619,0.9785747,0.01764674],"study_design_scores_gemma":[0.001752877,0.0001484568,0.02789398,0.009585759,0.0002038697,0.00001372451,0.0005506887,0.0003138414,0.001211692,0.0001098269,0.9578631,0.0003521745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0009585786,0.03375268,0.000003070435,0.01111171,0.001345576,0.002240216,0.3012194,0.0002897521,0.649079],"genre_scores_gemma":[0.585999,0.0002810783,0.00005407382,0.008595444,0.001134416,0.0004851355,0.2698413,0.00008296044,0.1335265],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7602239,"threshold_uncertainty_score":0.9998505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01653157172476053,"score_gpt":0.2815252192993846,"score_spread":0.264993647574624,"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."}}