{"id":"W3019668933","doi":"10.14740/gr1272","title":"Temporal Trends and Predictors of Pancreatitis Patients Who Leave Against Medical Advice: A Nationwide Analysis","year":2020,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Advice (programming); Pancreatitis; Against medical advice; Family medicine; Internal medicine; Pediatrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001400561,0.0001549112,0.0005435867,0.0009267544,0.0001304092,0.00001660103,0.000385725,0.0002981635,0.0009682106],"category_scores_gemma":[0.001119459,0.0001337593,0.0001351115,0.001209342,0.0005023802,0.00004921218,0.0002127003,0.0007941683,0.0000349779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003077905,"about_ca_system_score_gemma":0.00008678932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003306172,"about_ca_topic_score_gemma":0.0004297846,"domain_scores_codex":[0.995485,0.001489514,0.0006204191,0.000595139,0.001109525,0.0007004014],"domain_scores_gemma":[0.9980686,0.0004529598,0.0001378902,0.0003227527,0.0003859855,0.0006318198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005074641,0.0001612933,0.9763539,0.00002162774,0.0006095326,0.0003024088,0.001629908,0.000004111388,0.00000333452,0.00002231204,0.00466368,0.01572042],"study_design_scores_gemma":[0.001420033,0.001195594,0.9952307,0.00002894062,0.00005240859,0.00002144742,0.0004473439,0.0005610875,0.000001659011,0.00001887815,0.0009672455,0.00005467155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908982,0.00005856483,0.0001474898,0.006300933,0.0001607824,0.0001516391,0.0001358649,0.00004149517,0.002105026],"genre_scores_gemma":[0.9983413,0.00005666466,0.00009918927,0.000869933,0.0001719031,0.0000343541,0.0001343792,0.00001865463,0.0002736272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01887678,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04689673818040863,"score_gpt":0.4025365406813778,"score_spread":0.3556398025009692,"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."}}