{"id":"W6904684977","doi":"10.14288/1.0413037","title":"Canada's criminal justice response to technology-facilitated intimate partner violence","year":2022,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Criminal justice; Domestic violence; Economic Justice; Intimate partner; Jurisprudence; Set (abstract data type); Meaning (existential)","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":[0.0003792697,0.00004908162,0.0001915837,0.0000876853,0.0008623834,0.00008724305,0.001552714,0.00003954406,0.00003745265],"category_scores_gemma":[0.00005685411,0.0001633816,0.00005230532,0.001181537,0.00009911878,0.0001713813,0.001838349,0.0002673391,0.000005783321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924538,"about_ca_system_score_gemma":0.000458897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7274598,"about_ca_topic_score_gemma":0.8033237,"domain_scores_codex":[0.9984157,0.0001667641,0.0001313919,0.0005006233,0.0004024289,0.0003830748],"domain_scores_gemma":[0.9990371,0.0001004966,0.00009213333,0.0004547244,0.0001647438,0.0001507951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001187513,0.0001342933,0.001533404,0.0001081573,0.00003659664,0.003099047,0.0004818162,0.01682656,0.001195482,0.00004153189,0.02904962,0.9473748],"study_design_scores_gemma":[0.001045357,0.0005768347,0.9004212,0.0002566018,0.00006871716,0.0005871695,0.005382532,0.0773411,0.00000956697,0.0006009196,0.01303742,0.0006726058],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868183,0.00008730984,0.01061528,0.001676771,0.0003199903,0.0001754777,0.00006467638,0.0001368274,0.0001053349],"genre_scores_gemma":[0.9951761,0.000009329675,0.004003359,0.0003130246,0.0000107152,0.000001204371,0.000002342367,0.000006164258,0.0004778028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9467021,"threshold_uncertainty_score":0.6662506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008686567780056139,"score_gpt":0.1873891931240566,"score_spread":0.1787026253440004,"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."}}