{"id":"W1988444894","doi":"10.2165/0115677-200816050-00009","title":"Clinical Decision Processes and Patient Engagement in Self-Management","year":2008,"lang":"en","type":"article","venue":"Disease Management & Health Outcomes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Self-management; Health care; Action (physics); Patient education; Disease management; Process management; Pharmacy; Control (management); Knowledge management; Disease; Nursing; Medical education; Computer science; Business","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007736495,0.0003120313,0.0005487168,0.0005593731,0.0002555148,0.00004004359,0.0001562451,0.00003962363,0.00007684429],"category_scores_gemma":[0.00009735702,0.0002727408,0.0001194656,0.0005660455,0.00006719668,0.0001927294,0.0003508178,0.0001789156,0.00009346974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002359633,"about_ca_system_score_gemma":0.0001326544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001508563,"about_ca_topic_score_gemma":0.000009125262,"domain_scores_codex":[0.9968519,0.0001372134,0.0009931872,0.0007290093,0.0006795172,0.0006091578],"domain_scores_gemma":[0.9983881,0.0001397727,0.0002174831,0.0005888961,0.00006129486,0.0006044327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002255637,0.002267999,0.7969956,0.003188388,0.0002286465,0.0003553078,0.0006624801,0.000009574112,1.385156e-8,0.001524082,0.01624454,0.1782978],"study_design_scores_gemma":[0.002801724,0.0002093935,0.8927094,0.0003638497,0.0001690784,9.602164e-7,0.0006710209,0.00008782231,1.822111e-7,0.0003891131,0.1023818,0.0002156617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723352,0.00231818,0.0002737392,0.009171037,0.0006922872,0.00422655,0.000006339605,0.0003033576,0.01067328],"genre_scores_gemma":[0.9646816,0.01047954,0.009036759,0.01374698,0.00005963541,0.0004298534,0.00007750093,0.0000419444,0.001446237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1780821,"threshold_uncertainty_score":0.9999725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03768288050686044,"score_gpt":0.3713287237953669,"score_spread":0.3336458432885064,"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."}}