{"id":"W4213218378","doi":"10.26226/morressier.596648e4d462b80290b521d7","title":"Impact of Acute Care Surgery Service on Acute Cholecystitis Management and Outcomes at a Single Canadian Academic Network","year":2017,"lang":"en","type":"preprint","venue":"","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acute cholecystitis; Acute care; Service (business); Medicine; General surgery; Intensive care medicine; Nursing; Business; Cholecystectomy; Political science; Health care; Marketing","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":[0.004382659,0.000459309,0.0006473955,0.007132874,0.004092609,0.004096465,0.002088704,0.0007296149,0.006324988],"category_scores_gemma":[0.02695597,0.0003018921,0.00102837,0.01581196,0.001137249,0.001144713,0.002219138,0.0007801017,0.0004092886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08607914,"about_ca_system_score_gemma":0.2372484,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914147,"about_ca_topic_score_gemma":0.9942437,"domain_scores_codex":[0.9924682,0.001051511,0.0006283259,0.0005231992,0.003569004,0.001759834],"domain_scores_gemma":[0.9646688,0.003364371,0.004020384,0.0003335009,0.02162686,0.005986032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003861136,0.000127073,0.7447411,0.01728968,0.0007906521,0.0008004517,0.005948588,0.001014896,0.0004827289,0.003278791,0.05882816,0.1663118],"study_design_scores_gemma":[0.00006763035,0.0001783878,0.9140121,0.01595846,0.001309366,0.0004012501,0.01755168,0.0005566342,0.0003152519,0.0004033018,0.04913129,0.0001146001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5405204,0.2149675,0.0006238446,0.0465127,0.0008447873,0.00151286,0.0633123,0.0001479299,0.1315577],"genre_scores_gemma":[0.9259605,0.06016443,0.001580514,0.002643614,0.0001472806,0.0002729169,0.006889016,0.00003044914,0.002311168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08607914,"threshold_uncertainty_score":0.6245508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651287149941919,"score_gpt":0.3092193723212061,"score_spread":0.2827065008217869,"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."}}