{"id":"W3012634903","doi":"10.1186/s13104-020-04951-4","title":"Medical surveillance unit: patient characteristics, outcome, and quality of care in Saskatchewan, Canada","year":2020,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; Saskatchewan Health; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Medicine; Asthma; Pneumonia; Alcohol abuse; Diabetes mellitus; Mortality rate; COPD; Emergency department; Pediatrics; Emergency medicine; Intensive care medicine; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000593213,0.0003333417,0.0003038652,0.001071163,0.002341293,0.001119263,0.00145596,0.0004623809,0.00531588],"category_scores_gemma":[0.002475732,0.0003534736,0.0003700469,0.003111791,0.0005919072,0.0004599136,0.001069449,0.0008909786,0.0006417524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02829102,"about_ca_system_score_gemma":0.04673764,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9866698,"about_ca_topic_score_gemma":0.9929342,"domain_scores_codex":[0.9989445,0.0001220405,0.00009413433,0.0001563908,0.0002613429,0.0004216511],"domain_scores_gemma":[0.9966201,0.0002364022,0.0004580265,0.00007808814,0.001445035,0.001162429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006057226,0.00005034631,0.9935116,0.00002844227,0.00003154338,0.000114111,0.0002255926,0.00008965361,0.0001349019,0.00005806447,0.002214537,0.003480584],"study_design_scores_gemma":[0.000015371,0.00002829779,0.998068,0.00004741565,0.00001124578,0.00006927973,0.0008825975,0.0002066783,0.00004957833,0.00002577096,0.0005858588,0.000009937099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847687,0.0007400542,0.0001644039,0.0009806581,0.00003853291,0.0001014763,0.008627932,0.000027616,0.00455066],"genre_scores_gemma":[0.9930459,0.0005947794,0.0003040633,0.0004581452,0.000013193,0.00005107848,0.003433742,0.00001274755,0.002086279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02829102,"threshold_uncertainty_score":0.2052667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1657155721584337,"score_gpt":0.4261672691926376,"score_spread":0.2604516970342039,"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."}}