{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.08616966,0.0002924252,0.0009160242,0.0002886705,0.001326459,0.00005279806,0.001046623,0.0003715662,0.0000276818],"category_scores_gemma":[0.0002916015,0.0001968664,0.0001292216,0.0006808868,0.0003020651,0.0001803947,0.0005533771,0.001665531,0.000009013861],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003024629,"about_ca_system_score_gemma":0.005992461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002136594,"about_ca_topic_score_gemma":0.001433079,"domain_scores_codex":[0.9781153,0.01453022,0.002832901,0.001079269,0.001182845,0.002259445],"domain_scores_gemma":[0.9872212,0.00853145,0.0006697901,0.001647824,0.001606854,0.0003229031],"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":[0.01541607,0.005300625,0.2373466,0.09537195,0.0002107471,0.000007488289,0.004598402,0.000001235732,0.000194631,0.009506721,0.01041491,0.6216306],"study_design_scores_gemma":[0.03241182,0.06121029,0.4203371,0.01055691,0.0000202201,0.000002910801,0.02639005,0.001200574,0.0001166849,0.001045067,0.4463142,0.0003940927],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003581354,0.00000355627,0.0174974,0.0001764728,0.00006193433,0.9779072,0.00002581738,0.00007226346,0.0006740529],"genre_scores_gemma":[0.01535364,0.000001137101,0.01577724,0.00004785503,0.0004550143,0.9681317,0.00001008942,0.00007689359,0.0001464547],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6212365,"threshold_uncertainty_score":0.9999737,"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."}}