{"id":"W4387229762","doi":"10.1016/j.jrurstud.2023.103130","title":"Less than idyllic: Crime specialization in rural and remote Queensland, Australia","year":2023,"lang":"en","type":"article","venue":"Journal of Rural Studies","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Wilfrid Laurier University","funders":"","keywords":"Criminology; Property crime; Geography; Context (archaeology); Violent crime; Rural area; Crime prevention; Community cohesion; Population; Sociology; Socioeconomics; Political science; Demography; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005929847,0.00006899363,0.0002017911,0.0001494269,0.0002101562,0.0000588617,0.00009235288,0.00003524611,0.00008566889],"category_scores_gemma":[0.0001616512,0.00005404475,0.00008874896,0.0002722784,0.0001321385,0.0002240271,0.00004359815,0.0001045809,0.00001409048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007495984,"about_ca_system_score_gemma":0.00001632657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004511851,"about_ca_topic_score_gemma":0.01095218,"domain_scores_codex":[0.9991248,0.0001051784,0.000314084,0.00004462488,0.0002317057,0.0001796693],"domain_scores_gemma":[0.999544,0.00005894576,0.0001660586,0.00003688428,0.0001446718,0.00004948725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001035689,0.0000903063,0.7607896,0.00009504157,0.0003110113,0.0001052958,0.07215718,0.0000279111,0.0005050541,0.006740284,0.08333205,0.07574271],"study_design_scores_gemma":[0.0004793482,0.0001281166,0.7877728,0.0005152274,0.00003732981,0.00001052782,0.1915921,0.00001505021,0.00006621471,0.005100499,0.01415406,0.0001287177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945732,0.001034817,0.00002682108,0.002914384,0.0006640736,0.00006246734,0.000003720925,0.00001062594,0.0007098559],"genre_scores_gemma":[0.9912915,0.004682835,0.00003155508,0.00002161316,0.0005403348,5.234283e-7,0.000001170577,0.000004303069,0.003426188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1194349,"threshold_uncertainty_score":0.6820599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1621885513199156,"score_gpt":0.44122773210673,"score_spread":0.2790391807868143,"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."}}