{"id":"W4409629181","doi":"10.23939/law2025.45.072","title":"Practical Implementation of Victimization Crime Prevention in the Anglo-American Legal Family","year":2025,"lang":"en","type":"article","venue":"Visnik Nacional’nogo universitetu «Lvivska politehnika» Seria Uridicni nauki","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Criminology; Crime prevention; Political science; Computer security; Psychology; Computer science","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":[0.001241742,0.0002532429,0.0003509124,0.0006630839,0.0006088446,0.0001165687,0.000539161,0.0001528554,0.0002150807],"category_scores_gemma":[0.0001504433,0.0002466236,0.0001848731,0.002388159,0.0005412012,0.001072873,0.0001196864,0.0002979124,0.00003058963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004672355,"about_ca_system_score_gemma":0.001217983,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007842452,"about_ca_topic_score_gemma":0.0005823854,"domain_scores_codex":[0.9966426,0.0009600554,0.0005591764,0.0004517837,0.0007742255,0.0006121646],"domain_scores_gemma":[0.9983957,0.0003983571,0.0003840849,0.0003447934,0.0003630804,0.0001139206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002799271,0.0004800743,0.01049692,0.00005769958,0.0001079504,0.00003086788,0.01048383,0.00006845668,0.002643176,0.9614021,0.009714384,0.004234593],"study_design_scores_gemma":[0.003208913,0.0005912912,0.4533957,0.0002722723,0.0003748212,0.00001271758,0.2540053,0.0005221427,0.002772118,0.003939651,0.2800695,0.0008355743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7971959,0.0004352525,0.006265179,0.006599715,0.00105919,0.002087627,0.0001803065,0.0002153975,0.1859614],"genre_scores_gemma":[0.9960358,0.0005704258,0.001322836,0.0009473325,0.0001464223,0.0000195183,0.0001320821,0.00001548512,0.0008101371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9574625,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249511295868408,"score_gpt":0.3773834454411178,"score_spread":0.3548883324824337,"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."}}