{"id":"W4399047779","doi":"10.1101/2024.05.25.24307912","title":"Complex Chronic Diseases Program: Program Description & Health Outcomes Assessment from a Clinical Data Registry","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"B.C. Women's Hospital & Health Centre; University of British Columbia; Women's Health Research Institute","funders":"British Columbia Centre for Disease Control; BCCDC Foundation for Public Health","keywords":"Computer science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01358942,0.0005363252,0.0008565945,0.005414028,0.00125141,0.002310757,0.001883077,0.0006920928,0.02276712],"category_scores_gemma":[0.04373485,0.000555046,0.0009779247,0.01090587,0.0004478283,0.002181539,0.003478341,0.001628753,0.006870103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002879724,"about_ca_system_score_gemma":0.01310342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0170515,"about_ca_topic_score_gemma":0.01942275,"domain_scores_codex":[0.9868553,0.005291651,0.003551313,0.001249732,0.002194258,0.0008577017],"domain_scores_gemma":[0.9594635,0.009495464,0.01303993,0.004328238,0.009294375,0.004378465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001300142,0.002583063,0.3407406,0.004587395,0.0003634612,0.0001643456,0.001460959,0.001284657,0.0002302973,0.003625754,0.4499914,0.1936679],"study_design_scores_gemma":[0.001925008,0.0006776755,0.7486163,0.002623439,0.0001987848,0.0003104328,0.001596747,0.002037739,0.0004820207,0.001845597,0.2395431,0.0001432178],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.09114415,0.001154201,0.01562199,0.007208669,0.000345042,0.07004098,0.7627173,0.001711184,0.05005646],"genre_scores_gemma":[0.1803862,0.002644408,0.07015686,0.002793973,0.0004927402,0.2541211,0.4798791,0.0004779397,0.009047648],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02276712,"threshold_uncertainty_score":0.07616365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4279345134200517,"score_gpt":0.6029104951646458,"score_spread":0.1749759817445941,"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."}}