{"id":"W4389053671","doi":"10.1080/17450128.2023.2287623","title":"Shared perceived causes of suicide among young men and violence against young women offer potential for co-designed solutions: intervention soft-modelling with fuzzy cognitive mapping","year":2023,"lang":"en","type":"article","venue":"Vulnerable Children and Youth Studies","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Grand Challenges Canada","keywords":"Intervention (counseling); Fuzzy cognitive map; Centrality; Psychology; Suicide prevention; Perception; Poison control; Human factors and ergonomics; Cognition; Injury prevention; Social psychology; Clinical psychology; Developmental psychology; Fuzzy logic; Medicine; Psychiatry; Medical emergency; Fuzzy set; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00107113,0.0002471982,0.0003974057,0.0003153201,0.001137974,0.000187104,0.0002108139,0.00005015913,9.165329e-7],"category_scores_gemma":[0.0001680219,0.0002060178,0.00006691582,0.0005072418,0.0003862603,0.0007773828,0.0003066984,0.0001340584,0.000001287021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004684238,"about_ca_system_score_gemma":0.00004294775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004351412,"about_ca_topic_score_gemma":0.00007081815,"domain_scores_codex":[0.9981028,0.0001211607,0.0003358669,0.0006360041,0.0002649447,0.0005392476],"domain_scores_gemma":[0.9989725,0.0002134006,0.0001904943,0.0001434482,0.0003725347,0.0001075574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0007646098,0.0004791787,0.2447885,0.001323352,0.003983772,0.00005412136,0.6398557,0.008070318,0.009863625,0.001940497,0.0003880107,0.08848827],"study_design_scores_gemma":[0.005787594,0.0008140844,0.6237929,0.005658839,0.000252802,0.00003413058,0.2497788,0.1079897,0.0009908245,0.003722227,0.00000132602,0.001176657],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7560496,0.001134788,0.2417694,0.00003885183,0.00007229584,0.0006066627,0.0001083058,0.0001129125,0.0001071964],"genre_scores_gemma":[0.9970746,0.001652951,0.000869185,0.00004497729,0.00005503413,0.0001361082,0.00006598659,0.00001298744,0.00008815718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3900769,"threshold_uncertainty_score":0.8752487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04103371952643799,"score_gpt":0.2735286062431763,"score_spread":0.2324948867167383,"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."}}