{"id":"W2883819349","doi":"10.2196/11135","title":"An Electronic Clinical Decision Support System for the Assessment and Management of Suicidality in Primary Care: Protocol for a Mixed-Methods Study","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Clinical decision support system; Operationalization; Mental health; Decision support system; CLARITY; Medicine; Nursing; Health informatics; Public health; Psychology; Computer science; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0595553,0.003375614,0.004936397,0.003331513,0.005245866,0.004001311,0.00431884,0.004980173,0.06594206],"category_scores_gemma":[0.04832349,0.003151797,0.005706824,0.003791609,0.002598056,0.00279197,0.002995491,0.006818505,0.01150472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009385875,"about_ca_system_score_gemma":0.03213884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006363043,"about_ca_topic_score_gemma":0.01026907,"domain_scores_codex":[0.9684378,0.01979485,0.005441345,0.001769575,0.002740217,0.001816201],"domain_scores_gemma":[0.9700298,0.009596706,0.003721858,0.003964097,0.01046848,0.002219041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1400866,0.04434447,0.005827628,0.2325332,0.003100217,0.003046286,0.01920475,0.01232731,0.006460499,0.0282663,0.1244618,0.3803409],"study_design_scores_gemma":[0.3177445,0.05268915,0.02189083,0.1089613,0.002923005,0.0008489369,0.0106779,0.009220378,0.006620244,0.01695472,0.4503825,0.001086572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005535083,0.00008482014,0.001192419,0.00006414465,0.0000526085,0.9971284,0.0005702203,0.00002116616,0.0003326393],"genre_scores_gemma":[0.0002911215,0.00005121346,0.001861635,0.00003006317,0.000004912548,0.9976062,0.00007028573,0.000001724588,0.00008282251],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06594206,"threshold_uncertainty_score":0.3149623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4240337170129861,"score_gpt":0.7528363141035939,"score_spread":0.3288025970906078,"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."}}