{"id":"W4231115937","doi":"10.32920/ryerson.14639844","title":"Domestic Violence in Immigrant Communities : Case Studies","year":2021,"lang":"en","type":"preprint","venue":"","topic":"International Human Rights and Reproductive Law","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domestic violence; Immigration; Psychological intervention; Criminology; Vulnerability (computing); Social work; Sociology; Resource (disambiguation); Political science; Gender studies; Poison control; Suicide prevention; Medicine; Law; Computer security; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007567226,0.0001503331,0.000298034,0.0001137808,0.0004627827,0.0001391957,0.0003265573,0.0001211728,0.0004003399],"category_scores_gemma":[0.0001205576,0.0001097179,0.00009318317,0.00008672861,0.0008908612,0.00009526558,0.0005439267,0.0004867452,0.00001047314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002403472,"about_ca_system_score_gemma":0.0002514126,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1580665,"about_ca_topic_score_gemma":0.4692731,"domain_scores_codex":[0.9985422,0.0004112652,0.0002594899,0.0002739345,0.0003034329,0.0002096165],"domain_scores_gemma":[0.9988021,0.0002807848,0.00008962314,0.0003251722,0.0004663108,0.0000359571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008818682,0.0001755508,0.001039112,0.0001478976,0.0001792686,0.006829914,0.3026407,0.0004160224,0.000003086534,0.6869832,0.0001225162,0.001453925],"study_design_scores_gemma":[0.0002574726,0.00002843052,0.001542644,0.00225048,0.00005061772,0.0003633068,0.7690287,0.0001166746,0.0000657737,0.2217714,0.003854314,0.0006702137],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763406,0.002801334,0.00002354855,0.001334509,0.001445157,0.0002564587,0.000007563305,0.00004711479,0.01774371],"genre_scores_gemma":[0.9895787,0.003913802,0.000261646,0.0001125232,0.0003124874,0.00004769393,0.00001115091,0.000007693136,0.005754286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.466388,"threshold_uncertainty_score":0.84754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0789595871528666,"score_gpt":0.4017466099882495,"score_spread":0.3227870228353829,"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."}}