{"id":"W2891964950","doi":"10.23889/ijpds.v3i4.879","title":"Can mental health related hospital visits be relied upon for suicide prevention?","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; University of Saskatchewan","funders":"","keywords":"Coroner; Medicine; Mental health; Suicide prevention; Psychiatry; Suicide methods; Norwegian; Poison control; Disadvantaged; Family medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001757888,0.0001287924,0.0001620029,0.0003016869,0.00101128,0.0002038178,0.001300958,0.00004475686,0.0002050363],"category_scores_gemma":[0.000505149,0.0001182645,0.00007827544,0.0002448506,0.0001284273,0.001027913,0.0002229931,0.0001185744,0.00002158205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002644529,"about_ca_system_score_gemma":0.000178907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005496135,"about_ca_topic_score_gemma":0.0006837688,"domain_scores_codex":[0.9978168,0.00004571818,0.0006298473,0.0004846844,0.0006501118,0.0003728082],"domain_scores_gemma":[0.9982266,0.00009301921,0.0005308036,0.0003446413,0.0006663322,0.0001385977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002558122,0.001629521,0.2144128,0.00003050506,0.001596309,0.0000250126,0.02105384,0.0001028082,0.001934142,0.1739916,0.4613282,0.1213371],"study_design_scores_gemma":[0.01024768,0.004133013,0.826805,0.0001672285,0.0001129969,0.0006600309,0.005087742,0.01397282,0.000386405,0.04596006,0.09134879,0.001118224],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9229334,0.0002682193,0.007640623,0.04428338,0.02104199,0.001219847,0.001897514,0.00008257211,0.0006324511],"genre_scores_gemma":[0.9916346,0.00003014727,0.004244866,0.0007342689,0.0007886288,0.00002492683,0.001328853,0.00001677368,0.001196952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6123922,"threshold_uncertainty_score":0.7778051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09359138561534623,"score_gpt":0.45778676108302,"score_spread":0.3641953754676738,"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."}}