{"id":"W4255471181","doi":"10.32920/ryerson.14639970","title":"Domestic Violence in Immigrant Communities: Case Studies (Spanish)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domestic violence; Immigration; George (robot); Criminology; Political science; Sociology; Gender studies; Public relations; Law; Poison control; Suicide prevention; History; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001384031,0.0003038085,0.0006539454,0.0001785855,0.0005492987,0.0002327814,0.0006779362,0.000318816,0.0004997885],"category_scores_gemma":[0.0002680314,0.000309065,0.0001628658,0.0002308793,0.0008734717,0.0001634924,0.001205899,0.0007417342,0.00004072745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120337,"about_ca_system_score_gemma":0.001128047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1539213,"about_ca_topic_score_gemma":0.3165024,"domain_scores_codex":[0.9975886,0.000626453,0.0005595713,0.0004097745,0.0003336635,0.0004819355],"domain_scores_gemma":[0.998008,0.001020208,0.0001969046,0.00046613,0.0001859594,0.000122824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001739796,0.000328106,0.04630922,0.0004125291,0.0007176757,0.01241099,0.8883592,0.001030754,0.000001560105,0.0284215,0.002304574,0.0196865],"study_design_scores_gemma":[0.0003505608,0.00001179452,0.003879451,0.001353798,0.00004006648,0.000172561,0.9781157,0.00008717345,0.000003265681,0.01194917,0.003306838,0.0007296263],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974842,0.002700699,0.0000392354,0.002233967,0.001329644,0.0003315198,0.00001160002,0.0001242688,0.01838704],"genre_scores_gemma":[0.978713,0.01624582,0.001359331,0.00038499,0.0001210204,0.0001653929,0.00003701321,0.00001985323,0.002953555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.162581,"threshold_uncertainty_score":0.9999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08125086116323971,"score_gpt":0.3843847913896852,"score_spread":0.3031339302264455,"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."}}