{"id":"W3003662435","doi":"10.1016/j.healthpol.2020.01.011","title":"Characterizing patients with high use of the primary and tertiary care systems: A retrospective cohort study","year":2020,"lang":"en","type":"article","venue":"Health Policy","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Manitoba","funders":"Canadian Institutes of Health Research; Research Manitoba","keywords":"Retrospective cohort study; Medicine; Logistic regression; Primary care; Cohort; Health care; Emergency department; Family medicine; Descriptive statistics; Medical emergency; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000324527,0.0002188521,0.0007452603,0.00009764216,0.0008583593,0.00001326078,0.0001781743,0.0001089975,0.00001242626],"category_scores_gemma":[0.0002082539,0.0001394323,0.0000397348,0.0003889867,0.00006949004,0.0002099886,0.0003034016,0.000643995,0.000009461793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001447188,"about_ca_system_score_gemma":0.00293472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02250935,"about_ca_topic_score_gemma":0.0005663263,"domain_scores_codex":[0.9966334,0.001038856,0.0008242376,0.0003974056,0.0004791968,0.0006269519],"domain_scores_gemma":[0.9978724,0.0002442015,0.0007162999,0.0004733657,0.0003307624,0.0003629385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009558385,0.0000626399,0.9744636,0.002331573,0.00003912281,0.00000113417,0.01929547,3.044848e-7,0.000002716112,0.0003235971,0.003084915,0.0002993335],"study_design_scores_gemma":[0.001401513,0.0004910794,0.9878895,0.0002311065,0.00002690726,3.875971e-7,0.002026648,0.000001837267,6.102671e-7,0.00000304792,0.007809795,0.0001175233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578124,0.0002254841,0.000004766538,0.03484873,0.0003394323,0.005982918,0.000353791,0.0000814267,0.0003510442],"genre_scores_gemma":[0.8970963,0.00009236218,0.00004290838,0.1020222,0.0003602589,0.0002187783,0.00004528793,0.00003972043,0.00008217459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06717345,"threshold_uncertainty_score":0.9839998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03769975007874958,"score_gpt":0.3691665830142437,"score_spread":0.3314668329354941,"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."}}