{"id":"W4391375830","doi":"10.1177/26335565231223350","title":"Patterns of multimorbidity in primary care electronic health records: A systematic review","year":2024,"lang":"en","type":"review","venue":"Journal of Multimorbidity and Comorbidity","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multimorbidity; Medicine; Comparability; Systematic review; Disease; Primary care; Mental health; MEDLINE; Family medicine; Chronic disease; Psychiatry; Pathology","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":[0.002707584,0.0008901653,0.008644399,0.0008337732,0.00006842392,0.00006284264,0.0005761941,0.0003360113,0.0001170857],"category_scores_gemma":[0.0003868851,0.0006474387,0.001740665,0.0006606955,0.000113709,0.000245545,0.0003286379,0.002281887,0.0000206433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002318275,"about_ca_system_score_gemma":0.004237158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004927492,"about_ca_topic_score_gemma":0.0002696714,"domain_scores_codex":[0.9925379,0.001036448,0.004032332,0.0006391563,0.001053803,0.0007004055],"domain_scores_gemma":[0.9944897,0.0003416192,0.003486332,0.0009367245,0.0003447674,0.0004009133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003686803,0.0004186368,0.00006967737,0.950257,0.0007857841,0.0004175353,0.0001224528,6.108585e-7,1.340909e-7,0.00004348753,0.002182952,0.04566486],"study_design_scores_gemma":[0.001259719,0.0007180721,0.000416921,0.9042094,0.01248529,0.0008301013,0.000204511,0.00001734346,3.852891e-7,0.00002875854,0.07937437,0.0004550695],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003792298,0.9938429,0.00003229779,0.0001941374,0.0007191671,0.004228056,0.0003113625,0.00004228637,0.0002505486],"genre_scores_gemma":[0.001291868,0.9973352,0.0001319474,0.0002537701,0.0003166362,0.0001005776,0.0003340446,0.00009437717,0.0001415588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07719142,"threshold_uncertainty_score":0.9995977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07509954225134578,"score_gpt":0.3892106832947789,"score_spread":0.3141111410434331,"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."}}