{"id":"W4220749473","doi":"10.2196/30946","title":"Implementing Machine Learning Models for Suicide Risk Prediction in Clinical Practice: Focus Group Study With Hospital Providers","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Focus group; Risk assessment; Suicide prevention; Medicine; Poison control; Medical education; Psychology; Medical emergency; Nursing; Computer science; Computer security","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":[0.03044999,0.0009585958,0.0008618486,0.001504603,0.007692745,0.001963234,0.001760115,0.002675531,0.004062344],"category_scores_gemma":[0.04292669,0.001434074,0.0007962043,0.0008312427,0.00320184,0.002962249,0.004930718,0.002771258,0.0005750579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003644297,"about_ca_system_score_gemma":0.007440808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005204396,"about_ca_topic_score_gemma":0.008714592,"domain_scores_codex":[0.9871617,0.009327732,0.000558886,0.0006798457,0.0005781903,0.001693752],"domain_scores_gemma":[0.9486085,0.03728658,0.00355651,0.001212367,0.004429169,0.004907084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004219694,0.004637766,0.0386082,0.0005464642,0.0000387069,0.0007788038,0.9326483,0.0001245815,0.0018612,0.0002470398,0.001205002,0.01888196],"study_design_scores_gemma":[0.0005377722,0.004909185,0.02052668,0.0004678415,0.00005305205,0.0003550639,0.9678499,0.0005920532,0.0008577397,0.0003796624,0.003408183,0.00006284341],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965779,0.0001051105,0.000903068,0.0007945478,0.00002340808,0.001172895,0.00003183623,0.00001004867,0.000381224],"genre_scores_gemma":[0.9864104,0.0005009433,0.004906886,0.002157136,0.0000685717,0.005114446,0.00006062509,0.00001577677,0.0007651141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03044999,"threshold_uncertainty_score":0.1610369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1147850617941986,"score_gpt":0.4847159952237381,"score_spread":0.3699309334295395,"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."}}