{"id":"W3009126328","doi":"10.1186/s12913-020-5030-0","title":"Healthcare utilization after a first hospitalization for COPD: a new approach of State Sequence Analysis based on the '6W' multidimensional model of care trajectories","year":2020,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Canadian Institutes of Health Research; Université de Sherbrooke","keywords":"Medicine; Health care; Health administration; Typology; Health informatics; Cohort; Descriptive statistics; COPD; Public health; Cohort study; Emergency medicine; Nursing; Internal medicine; Statistics","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":[0.005631971,0.0008845958,0.0009791916,0.003835802,0.0006404833,0.00252328,0.001359629,0.0007506268,0.002208841],"category_scores_gemma":[0.01609112,0.0003782827,0.003025626,0.003898008,0.0008503404,0.001566235,0.001842709,0.001438889,0.0002409939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00317808,"about_ca_system_score_gemma":0.00338891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05300658,"about_ca_topic_score_gemma":0.0298671,"domain_scores_codex":[0.9961117,0.002526226,0.0002735828,0.0007282076,0.0002211353,0.0001391505],"domain_scores_gemma":[0.9913589,0.006051412,0.00104279,0.0007256298,0.0005634767,0.0002578048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005174923,0.0004218024,0.3469117,0.0004242022,0.001531894,0.000389186,0.002723736,0.5104056,0.0008486792,0.04946058,0.003025045,0.08334008],"study_design_scores_gemma":[0.00002316291,0.0001110906,0.01573358,0.00004048456,0.00006657092,0.00005567796,0.0004582183,0.9645858,0.00007699322,0.01775074,0.001066634,0.00003120755],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2631502,0.0004012599,0.7256649,0.001322865,0.0001051761,0.001119685,0.005728991,0.0003712858,0.002135689],"genre_scores_gemma":[0.7258517,0.000324417,0.2639059,0.0001619326,0.00006414115,0.002083082,0.006614907,0.00005541089,0.0009385557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05300658,"threshold_uncertainty_score":0.1053961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2545277246644003,"score_gpt":0.4952140058281768,"score_spread":0.2406862811637765,"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."}}