{"id":"W2761300186","doi":"10.2196/mental.7847","title":"Developing Social Media-Based Suicide Prevention Messages in Partnership With Young People: Exploratory Study","year":2017,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council","keywords":"Social media; Psychological intervention; Mental health; Suicide prevention; Psychology; Psychoeducation; Suicidal ideation; Poison control; Medicine; Psychiatry; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009180712,0.0008055188,0.0009056324,0.001760412,0.005450577,0.003055044,0.001171253,0.00170122,0.002120654],"category_scores_gemma":[0.0145728,0.001124837,0.0008335134,0.001065197,0.001900293,0.002231082,0.004122345,0.002045494,0.0007032225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002092432,"about_ca_system_score_gemma":0.005023769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00534606,"about_ca_topic_score_gemma":0.011158,"domain_scores_codex":[0.9958494,0.002572176,0.0002016715,0.000248796,0.0003760192,0.0007519829],"domain_scores_gemma":[0.9898841,0.005406849,0.001004411,0.0004213702,0.001274931,0.002008265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002874385,0.01034942,0.07760525,0.0009422073,0.00004047497,0.002644762,0.8733554,0.00006346327,0.001530438,0.0004053668,0.0007121914,0.03206356],"study_design_scores_gemma":[0.0002103147,0.005359318,0.05322696,0.000494007,0.00008052515,0.0007838799,0.9302358,0.0002414906,0.001006691,0.000298296,0.008010109,0.00005258127],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974895,0.0001162936,0.0002617689,0.0001057811,0.00001058041,0.0009124636,0.0000451775,0.000007199238,0.001051238],"genre_scores_gemma":[0.9920148,0.0006855314,0.002497689,0.0004180752,0.00002605971,0.00286937,0.00008986205,0.00001356538,0.001385025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009180712,"threshold_uncertainty_score":0.04855281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312384291035414,"score_gpt":0.4407876677560797,"score_spread":0.3095492386525383,"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."}}