{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003189773,0.0001318236,0.0001572712,0.00004010545,0.0005912741,0.00009533807,0.0001758827,0.00005671491,0.0001544627],"category_scores_gemma":[0.0001476281,0.0001223226,0.00004402142,0.00002794428,0.00009527022,0.001011868,0.0001130789,0.000101187,0.00005838447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004603085,"about_ca_system_score_gemma":0.00006825137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008004982,"about_ca_topic_score_gemma":0.00003771643,"domain_scores_codex":[0.9988546,0.0001978309,0.0002306969,0.000302574,0.000194448,0.0002198169],"domain_scores_gemma":[0.9987214,0.0001682128,0.0004582769,0.0004563941,0.00004117107,0.0001545994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03887792,0.007908465,0.235212,0.002148066,0.001263216,0.0004238329,0.008886868,0.00004670486,0.001758569,0.02953631,0.006832905,0.6671051],"study_design_scores_gemma":[0.008319437,0.0009313838,0.9712996,0.0004061215,0.0004752915,0.00003946291,0.003131503,0.002852389,0.0002921757,0.00093282,0.01092817,0.0003915971],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767072,0.002806448,0.0008470884,0.0003698736,0.0006850867,0.0007534759,0.0000397259,0.00003025722,0.01776089],"genre_scores_gemma":[0.9952452,0.0001919825,0.000712193,0.0001474004,0.0001433265,0.0001141552,0.00003111869,0.00001804279,0.003396564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7360876,"threshold_uncertainty_score":0.498817,"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."}}