{"id":"W4387671636","doi":"10.1080/17450128.2023.2262413","title":"Community perceptions of causes of violence against young women in Botswana: fuzzy cognitive mapping","year":2023,"lang":"en","type":"article","venue":"Vulnerable Children and Youth Studies","topic":"Community Health and Development","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Grand Challenges Canada","keywords":"Context (archaeology); Psychology; Thematic analysis; Psychological intervention; Developmental psychology; Domestic violence; Cognition; Fuzzy cognitive map; Social psychology; Poison control; Human factors and ergonomics; Gerontology; Qualitative research; Medicine; Geography; Fuzzy logic; Sociology; Environmental health; Psychiatry; Fuzzy set","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002707404,0.0001700462,0.0005966643,0.0003714921,0.001882355,0.000003382844,0.0001496617,0.00009175666,0.00001598074],"category_scores_gemma":[0.0010848,0.0001504097,0.00003483807,0.0007325735,0.0002553857,0.00007537798,0.0005336804,0.001055678,0.00001408434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379651,"about_ca_system_score_gemma":0.0002110347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008427539,"about_ca_topic_score_gemma":0.004509721,"domain_scores_codex":[0.9969813,0.001406982,0.000684426,0.0001557798,0.0001717278,0.0005997628],"domain_scores_gemma":[0.9979406,0.001221841,0.0002223539,0.0002443025,0.0002498142,0.0001210663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003966447,0.0000784195,0.6273579,0.0004807413,0.00009101723,5.722356e-7,0.3690435,0.000007090615,0.00003349714,0.00005196402,0.000194763,0.002620862],"study_design_scores_gemma":[0.0006775951,0.0000438896,0.5672626,0.001781598,0.000009149871,2.54672e-7,0.4297242,0.000005333124,0.000008347643,0.0003991093,0.000004507186,0.00008340013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945388,0.001597684,0.000003942373,0.0001944898,0.0001465494,0.0006883768,0.0003036886,0.00006404417,0.002462359],"genre_scores_gemma":[0.9817433,0.01744786,0.00003080242,0.0002990762,0.00002815731,0.0001297192,0.0001183486,0.00001250096,0.0001901932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06068062,"threshold_uncertainty_score":0.9994171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09529939425954687,"score_gpt":0.397947889003766,"score_spread":0.3026484947442191,"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."}}