{"id":"W2134018870","doi":"10.1177/0093854811435208","title":"The Violent Crime Linkage Analysis System","year":2012,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Memorial University of Newfoundland","funders":"","keywords":"Linkage (software); Inter-rater reliability; Officer; Psychology; Reliability (semiconductor); Misconduct; Engineering; Computer security; Computer science; Political science; Law; Developmental psychology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001556003,0.00009851567,0.0001395007,0.00009038649,0.00162518,0.0001960318,0.0002556898,0.00009178776,0.00005100278],"category_scores_gemma":[0.00009748445,0.00006406021,0.0001040972,0.0003866713,0.0003601588,0.0001822644,0.00006222416,0.0001832685,0.00008633044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008388033,"about_ca_system_score_gemma":0.00006793597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001173383,"about_ca_topic_score_gemma":0.0002040323,"domain_scores_codex":[0.9982957,0.0002559756,0.000162691,0.0001616828,0.000473378,0.0006505201],"domain_scores_gemma":[0.9990202,0.000271902,0.00004989802,0.0001937943,0.000116227,0.0003479965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001533462,0.00133392,0.2867178,0.002186555,0.0004258399,0.0001248409,0.1236204,0.000002220112,0.002234619,0.3062834,0.0009444492,0.2759726],"study_design_scores_gemma":[0.0001376694,0.00006332563,0.2886359,0.00005542898,0.03825449,0.000005868635,0.6676419,0.00003930575,0.0002394487,0.000009493237,0.004675817,0.0002413573],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907505,0.002092611,0.0000940312,0.0001691449,0.0004167616,0.0001888043,0.000004911473,0.00005087479,0.006232371],"genre_scores_gemma":[0.9976971,0.0007681828,0.0000468376,0.00004060355,0.00058739,0.00005300784,0.000002779253,0.000006377485,0.0007977958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5440215,"threshold_uncertainty_score":0.9996746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08289267560503771,"score_gpt":0.3987147150377063,"score_spread":0.3158220394326686,"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."}}