{"id":"W4407349210","doi":"10.1111/sltb.13168","title":"Suicidal Ideation, Planning, and Attempts Changes Among Diverse Canadian Public Safety Personnel After the Emotional Resilience Skills Training","year":2025,"lang":"en","type":"article","venue":"Suicide and Life-Threatening Behavior","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; Saskatchewan Health Authority; Wilfrid Laurier University; University of Manitoba; University of Regina","funders":"Canadian Institutes of Health Research","keywords":"Suicidal ideation; Mental health; Suicide prevention; Psychology; Stressor; Poison control; Psychological resilience; Clinical psychology; Injury prevention; Occupational safety and health; Medicine; Psychiatry; Medical emergency; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007352897,0.0003089666,0.0001795821,0.0008612223,0.001763488,0.0006264989,0.0007377094,0.000293377,0.001691539],"category_scores_gemma":[0.002477261,0.00020997,0.000398496,0.001063763,0.0005586633,0.0002404587,0.0007858156,0.0005561562,0.0001808537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01207025,"about_ca_system_score_gemma":0.02016274,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9673485,"about_ca_topic_score_gemma":0.9842178,"domain_scores_codex":[0.9994998,0.00003418594,0.00001786189,0.00005039324,0.0001806349,0.00021716],"domain_scores_gemma":[0.9989015,0.00003992613,0.0002589819,0.00002860547,0.0004378189,0.0003331532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000904944,0.00009449424,0.9851342,0.00002583088,0.00002099154,0.00004097644,0.002431669,0.00006973824,0.0001768093,0.00002471571,0.0006989602,0.01119106],"study_design_scores_gemma":[0.000001947735,0.00003781987,0.9978724,0.0000122661,0.000004276741,0.000009606621,0.001837866,0.00003011045,0.00002110732,0.000004070462,0.000165308,0.000003148762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987808,0.00008349351,0.00002114688,0.00009592208,0.000003934905,0.00002444251,0.0003842306,0.000002786152,0.0006031632],"genre_scores_gemma":[0.998701,0.0001460753,0.00008763049,0.00003581329,0.000002212604,0.00001959508,0.0004620168,0.000001056675,0.0005445222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03265154,"threshold_uncertainty_score":0.08757621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04476014366484542,"score_gpt":0.3137697540496088,"score_spread":0.2690096103847634,"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."}}