{"id":"W4413358173","doi":"10.5334/ijic.nacic24147","title":"Supporting a population health approach in primary care: can electronic health records act as patient registries to support integrated mental health care?","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Health records; Integrated care; Primary care; Electronic health record; Nursing; Health care; Population health; Medicine; Population; Primary health care; Clinical decision support system; Family medicine; Medical emergency; Public health; Psychiatry; Environmental health; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006553019,0.0003974411,0.000893668,0.001388664,0.0001671712,0.00014812,0.0004579315,0.00009972327,0.0000814997],"category_scores_gemma":[0.0001988848,0.0003525169,0.0002694164,0.0008743656,0.00005411058,0.0002406707,0.0001126527,0.001013064,0.000003637104],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.03656531,"about_ca_system_score_gemma":0.02564202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01755415,"about_ca_topic_score_gemma":0.007056662,"domain_scores_codex":[0.9953696,0.0003160024,0.001946229,0.0004845064,0.001120034,0.0007636462],"domain_scores_gemma":[0.9965903,0.00003735725,0.001307345,0.0002933207,0.001380037,0.0003916759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.005864465,0.0009300643,0.1342922,0.002832776,0.001343204,0.0003064817,0.06278261,0.0009667715,0.00006153693,0.002782037,0.08775201,0.7000858],"study_design_scores_gemma":[0.0123358,0.01419415,0.08368069,0.01104433,0.0001571456,0.0006764694,0.7193972,0.0001633226,0.0004106515,0.0002806656,0.1567066,0.0009530403],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9176193,0.01296108,0.001134791,0.05065932,0.002734695,0.003376565,0.0007277416,0.0001708546,0.01061567],"genre_scores_gemma":[0.9787199,0.0005579792,0.0009567619,0.0106719,0.0001212106,0.00003725236,0.008641128,0.00004154629,0.0002522563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6991328,"threshold_uncertainty_score":0.9998927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179884150940434,"score_gpt":0.3464760853029363,"score_spread":0.3346772437935319,"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."}}