{"id":"W4403719374","doi":"10.14309/01.ajg.0001029352.33870.bb","title":"S246 Modernizing Referral Patterns for Management of Large Colorectal Polyps","year":2024,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Referral; General surgery; Internal medicine; Family medicine","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":[0.001081359,0.0001528428,0.0001360973,0.001607209,0.0003119781,0.0006968898,0.0004062051,0.0003598941,0.003801846],"category_scores_gemma":[0.004190848,0.0001189181,0.0002471049,0.001828086,0.0002699399,0.0005904408,0.0004892619,0.0003966484,0.0006547874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004921528,"about_ca_system_score_gemma":0.001058091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003550768,"about_ca_topic_score_gemma":0.006476106,"domain_scores_codex":[0.9989557,0.0002689282,0.0001999589,0.0001764763,0.000286302,0.0001125939],"domain_scores_gemma":[0.9943936,0.0006024227,0.003933448,0.00009859392,0.0005697942,0.000402172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001526338,0.0000177571,0.9895015,0.00004884612,0.000009955967,0.0001272907,0.00005856823,0.00004366515,0.0001969525,0.00003693535,0.001056039,0.008887169],"study_design_scores_gemma":[0.000004327649,0.00006736935,0.9951184,0.0001272902,0.00001238483,0.00172414,0.000516395,0.0004020578,0.0001685657,0.00007516082,0.001777137,0.000006800378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.987683,0.002910236,0.001321478,0.00268576,0.00007597015,0.00008701569,0.001686579,0.00006166948,0.003488362],"genre_scores_gemma":[0.9938538,0.001795556,0.001835365,0.0004613651,0.0001794649,0.00003032782,0.001468664,0.00001148093,0.0003640182],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003801846,"threshold_uncertainty_score":0.01271844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951889202419886,"score_gpt":0.3093733169517315,"score_spread":0.2898544249275327,"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."}}