{"id":"W4413601962","doi":"10.64628/aam.a3wys4w9a","title":"Suicide prevention: Protective factors can build hope and mitigate risks","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Risk prevention; Suicide prevention; Environmental health; Medicine; Risk analysis (engineering); Business; Poison control; Computer security; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007963747,0.0003867438,0.0002918945,0.000546447,0.0006093378,0.001666272,0.0002116233,0.0006465905,0.0218119],"category_scores_gemma":[0.004376299,0.0001417897,0.0002786729,0.0005485459,0.0009349038,0.001608108,0.001048478,0.00118928,0.001540146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004988656,"about_ca_system_score_gemma":0.001118265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002028374,"about_ca_topic_score_gemma":0.003250218,"domain_scores_codex":[0.9998471,0.00005457214,0.00000542147,0.00002405287,0.00004197884,0.00002695965],"domain_scores_gemma":[0.9991494,0.0003360764,0.00008523857,0.0001145281,0.0001109067,0.0002038148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002090979,0.0003838615,0.03408062,0.000444095,0.0001997848,0.0006353686,0.003570502,0.002186721,0.001853689,0.6511742,0.1064817,0.1987803],"study_design_scores_gemma":[0.0000440358,0.00005133897,0.03908878,0.0002382129,0.0000840553,0.0003773695,0.002301983,0.003956589,0.0006547629,0.9144729,0.03870935,0.00002049652],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3958779,0.00662727,0.07281184,0.09862887,0.003747081,0.00013451,0.001908355,0.000693234,0.4195709],"genre_scores_gemma":[0.9562882,0.001802373,0.008376885,0.0009984898,0.0004763151,0.00004468792,0.0003474865,0.0001462752,0.03151932],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0218119,"threshold_uncertainty_score":0.07296807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1443853508139786,"score_gpt":0.4639919709928333,"score_spread":0.3196066201788547,"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."}}