{"id":"W4392642416","doi":"10.1080/07448481.2024.2325924","title":"Developing recommendations to improve identification, prevention, and response to suicide thoughts and behaviours among post-secondary students: A mixed methods study","year":2024,"lang":"en","type":"article","venue":"Journal of American College Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; University of Calgary","funders":"","keywords":"Thematic analysis; Psychological intervention; Mental health; Psychology; Suicide prevention; Identification (biology); Medical education; Poison control; Qualitative research; Applied psychology; Medicine; Psychiatry; Medical emergency","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":[0.07295105,0.0006328368,0.0009564229,0.0023603,0.002745088,0.00297629,0.001685771,0.001328992,0.003042373],"category_scores_gemma":[0.07634594,0.0006265691,0.001032312,0.001651915,0.00113653,0.00229401,0.002902864,0.001143866,0.0004094656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004272957,"about_ca_system_score_gemma":0.01462018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003336473,"about_ca_topic_score_gemma":0.009274237,"domain_scores_codex":[0.9698448,0.02389879,0.002609251,0.0006624358,0.002180745,0.0008039332],"domain_scores_gemma":[0.9525112,0.03328774,0.004123759,0.001831352,0.006823975,0.001422017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007318861,0.003553737,0.07637273,0.01018556,0.0003183302,0.0004888872,0.307797,0.0005457506,0.002249321,0.002438562,0.004635085,0.590683],"study_design_scores_gemma":[0.001593314,0.01546593,0.1212046,0.02461289,0.001411142,0.0007451499,0.7428387,0.006802455,0.008095892,0.006843272,0.0700808,0.0003059085],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381335,0.00254128,0.01976944,0.007244274,0.0002451898,0.02498975,0.000637377,0.0001364656,0.006302707],"genre_scores_gemma":[0.8416802,0.003828065,0.1241065,0.002312974,0.00008027033,0.02495705,0.0003392559,0.00003365136,0.002662004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07295105,"threshold_uncertainty_score":0.3858066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04066506970228242,"score_gpt":0.4698355655860745,"score_spread":0.4291704958837921,"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."}}