{"id":"W4224247627","doi":"10.9778/cmajo.20210265","title":"Identifying subgroups of adult high-cost health care users: a retrospective analysis","year":2022,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Innovates; Alberta Health Services","keywords":"Psychological intervention; Medicine; Population; Health care; Ambulatory care; Ambulatory; Retrospective cohort study; Family medicine; Environmental health; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002267911,0.0003465614,0.0003432512,0.002110047,0.000824148,0.0009582699,0.0008934346,0.0004993739,0.0007033793],"category_scores_gemma":[0.00452535,0.00044485,0.0006048509,0.003504911,0.0005775344,0.0005038041,0.0008667079,0.0004215054,0.0001610137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002510744,"about_ca_system_score_gemma":0.002675691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2566564,"about_ca_topic_score_gemma":0.2656845,"domain_scores_codex":[0.9979189,0.0003922301,0.0003674267,0.0004217529,0.0006004684,0.0002991315],"domain_scores_gemma":[0.9960263,0.0005364612,0.001878439,0.0004819392,0.0007339135,0.0003430721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003544614,0.000009054118,0.9990721,0.000008162321,0.0000280725,0.00002812872,0.0001181213,0.00002173155,0.00002822581,0.00001435743,0.0001302398,0.0005063675],"study_design_scores_gemma":[0.000006189108,0.00004074462,0.9984916,0.00001815138,0.000040625,0.0001189942,0.0005713943,0.0003673893,0.00003808197,0.00001847725,0.0002828664,0.000005538783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973081,0.000237115,0.0002933824,0.00007060705,0.000004526401,0.00007881346,0.001638565,0.00000771742,0.000361226],"genre_scores_gemma":[0.9979063,0.0001115458,0.000281045,0.00007556694,0.000005998438,0.00004910346,0.001488679,0.000003100349,0.00007866477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2566564,"threshold_uncertainty_score":0.510325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04189130065079764,"score_gpt":0.364160096580501,"score_spread":0.3222687959297034,"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."}}