{"id":"W4412583934","doi":"10.3389/fpsyt.2025.1556927","title":"Recovery-based suicide prevention","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001845681,0.0006415243,0.0007918382,0.001242277,0.001094768,0.00116089,0.001756717,0.0009513815,0.03734337],"category_scores_gemma":[0.008136311,0.0001819263,0.001398148,0.0004757999,0.0003554403,0.001250953,0.004840393,0.002519485,0.008506814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125776,"about_ca_system_score_gemma":0.004273312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002646557,"about_ca_topic_score_gemma":0.006638229,"domain_scores_codex":[0.9987082,0.0005335818,0.0001117803,0.0001308535,0.0003182113,0.0001973356],"domain_scores_gemma":[0.9983391,0.0002832775,0.0002056201,0.0001307669,0.0004734585,0.0005677443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001843862,0.0009957278,0.004343322,0.002901677,0.0002270082,0.0002429763,0.0005489772,0.0002938539,0.0001617056,0.006446768,0.1647616,0.8188921],"study_design_scores_gemma":[0.001180343,0.002431257,0.04416667,0.03898141,0.001033154,0.003228879,0.004109801,0.001972379,0.0009685881,0.05468656,0.8471416,0.00009935533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08214843,0.2790468,0.05536023,0.1566833,0.01162145,0.007310738,0.007566409,0.003354317,0.3969083],"genre_scores_gemma":[0.5511361,0.2163502,0.0629605,0.05198492,0.005700366,0.005632115,0.01192961,0.0005012449,0.09380492],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03734337,"threshold_uncertainty_score":0.1249261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141678251276917,"score_gpt":0.3129620209581531,"score_spread":0.2987941958304614,"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."}}