{"id":"W2627076981","doi":"10.1186/s12875-017-0645-x","title":"Moderate mental illness as a predictor of chronic disease prevention and screening","year":2017,"lang":"en","type":"article","venue":"BMC Family Practice","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Health Canada; Ontario Institute for Cancer Research; Ontario Ministry of Research and Innovation; Partenariat Canadien Contre Le Cancer; Heart and Stroke Foundation of Canada","keywords":"Medicine; Mental illness; Chronic disease; Psychiatry; MEDLINE; Mental health; Intensive care 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":[0.001478939,0.0002049291,0.000324706,0.0007185952,0.0005803035,0.0008439308,0.0003305968,0.0004300425,0.002252998],"category_scores_gemma":[0.006510006,0.0001585243,0.0008361776,0.0008568843,0.000395086,0.0003186927,0.0009726588,0.001087959,0.00008526467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004902656,"about_ca_system_score_gemma":0.0007609389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005678908,"about_ca_topic_score_gemma":0.00750767,"domain_scores_codex":[0.9989041,0.0003903366,0.0001373468,0.0001385624,0.0002294776,0.0002002726],"domain_scores_gemma":[0.9941934,0.001319018,0.00263869,0.0001834318,0.0002659548,0.001399566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001892666,0.00003153372,0.9989184,0.00001143115,0.00005240312,0.00001456833,0.00002374721,0.0000199624,0.00002585562,0.00001355147,0.00004760051,0.0006516998],"study_design_scores_gemma":[0.00001033961,0.00009080087,0.9995463,0.000009898952,0.00004331708,0.0000554618,0.00005108036,0.000105439,0.00001372111,0.00001891683,0.00005276086,0.000001865205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979341,0.0006046795,0.00006275503,0.0002158773,0.00001314326,0.00002233306,0.0003045801,0.000003356032,0.0008391406],"genre_scores_gemma":[0.9997246,0.00004813892,0.00004255601,0.00002419324,0.00001138195,0.000006385284,0.0001035504,5.775381e-7,0.00003856226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005678908,"threshold_uncertainty_score":0.01129174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08987349814027422,"score_gpt":0.432694788041647,"score_spread":0.3428212899013727,"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."}}