{"id":"W4295754818","doi":"10.46747/cfp.6809671","title":"Patient clustering in primary care settings","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Ottawa Hospital; College of Family Physicians of Canada; Bruyère; University of Ottawa; Global Affairs Canada","funders":"Cancer Care Ontario","keywords":"Medicine; Hazard ratio; Demography; Retrospective cohort study; Incidence (geometry); Health care; Population; Family medicine; Cohort study; Cohort; Emergency medicine; Confidence interval; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000097877,0.0001293255,0.0001854764,0.0005332887,0.0003513302,0.00005612069,0.0002145309,0.00004689663,0.000006646707],"category_scores_gemma":[0.000003828793,0.0001579527,0.00004464593,0.0006460027,0.0000201084,0.0002070934,0.0001831164,0.0002824509,0.00007127433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009494061,"about_ca_system_score_gemma":0.000228993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2254384,"about_ca_topic_score_gemma":0.1268692,"domain_scores_codex":[0.9988345,0.00001446462,0.0002198083,0.000273291,0.0001601964,0.0004977758],"domain_scores_gemma":[0.9995831,0.000006077177,0.00009409732,0.0002370785,0.00004679088,0.00003286373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001328158,0.00004256442,0.00633517,0.0008382363,0.00001705683,0.000413933,0.0008886375,0.0006356604,0.000603854,0.008548696,0.02872509,0.9529378],"study_design_scores_gemma":[0.0001981122,0.00001547758,0.01274959,0.0000464129,0.000003399599,5.340384e-7,0.01002057,0.0003120684,0.000002107208,0.000235624,0.9762036,0.0002125217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6893002,0.0004983967,0.000003530916,0.001427013,0.0007538413,0.0004374815,0.00003413903,0.0001121065,0.3074333],"genre_scores_gemma":[0.8576968,6.292766e-7,0.0000144207,0.1417886,0.0002599097,0.00009524852,0.00009299716,0.0000279729,0.00002344019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9527253,"threshold_uncertainty_score":0.8890632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016610976564856,"score_gpt":0.1913277116829268,"score_spread":0.1811616019172782,"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."}}