{"id":"W2157926639","doi":"10.1177/0093854811435210","title":"Computerized Crime Linkage Systems","year":2012,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Carleton University","funders":"","keywords":"Linkage (software); Computer security; Computer science; Data science; Value (mathematics); Value systems; Psychology; Criminology; Sociology; Machine learning","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":[0.000313325,0.00008772825,0.0001223151,0.00004700259,0.0004577426,0.0001450457,0.0001119915,0.00007098896,0.0004667288],"category_scores_gemma":[0.00002163485,0.00008238997,0.0000630446,0.0000582885,0.0001369403,0.0002543478,0.00004682949,0.00009793317,0.0001136549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002828466,"about_ca_system_score_gemma":0.00001857188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001441344,"about_ca_topic_score_gemma":0.00003765509,"domain_scores_codex":[0.9991239,0.00009240731,0.0001646403,0.0001223919,0.0001680075,0.0003286291],"domain_scores_gemma":[0.9995203,0.00004917047,0.00004968893,0.000103499,0.00006387397,0.0002134474],"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":[0.0001530071,0.009250081,0.1318892,0.00922865,0.0001513709,0.0002494087,0.2928834,0.000002136186,0.03176548,0.3458099,0.04117431,0.137443],"study_design_scores_gemma":[0.001278574,0.0004007625,0.4914783,0.0004287644,0.02573857,0.0001042259,0.3720905,0.00008707735,0.000592207,0.00002742022,0.1067,0.001073599],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884087,0.001095932,0.0008326182,0.00005960671,0.001876103,0.0001732435,0.00001314268,0.00006043456,0.007480211],"genre_scores_gemma":[0.9965204,0.00008784018,0.0002500146,0.00009369927,0.001052905,0.00003257335,0.000007069927,0.000008458652,0.001947054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3595891,"threshold_uncertainty_score":0.5110353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1168077862382628,"score_gpt":0.3986902001105685,"score_spread":0.2818824138723057,"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."}}