{"id":"W4385070526","doi":"10.1080/15614263.2023.2221075","title":"Replicating &amp; reproducing policing research","year":2023,"lang":"en","type":"article","venue":"Police Practice and Research","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Sociology; Political science; Process management; Business","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":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03958675,0.00007319099,0.0001174522,0.0007921126,0.003967115,0.0005842115,0.0003797041,0.00009703823,0.0004036734],"category_scores_gemma":[0.02238809,0.0000709798,0.00005042683,0.002998965,0.0006192488,0.0006427771,0.0005634215,0.001112401,0.001628076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013668,"about_ca_system_score_gemma":0.0002356479,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4417772,"about_ca_topic_score_gemma":0.02077088,"domain_scores_codex":[0.9939667,0.00264882,0.0002567469,0.0005876719,0.001400965,0.001139111],"domain_scores_gemma":[0.9928476,0.005030224,0.00006375559,0.000679414,0.001111496,0.0002675141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007591723,0.0002949355,0.01176944,0.0001908899,0.00008543787,0.00002232005,0.4047659,0.00000600163,0.01676233,0.07589494,0.410879,0.07925288],"study_design_scores_gemma":[0.0001036184,0.00005344236,0.004752571,0.0001090666,0.000006701694,0.000009841387,0.1163409,0.00003851549,0.0003330079,0.00179388,0.87635,0.0001084195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6013182,0.0002271935,0.00001651607,0.0832568,0.0001117323,0.0003952587,0.000003933451,0.000167987,0.3145024],"genre_scores_gemma":[0.9486491,0.001987038,0.0003447322,0.0002201003,0.00147658,0.00009367367,0.000005896096,0.00002640694,0.04719645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.465471,"threshold_uncertainty_score":0.9991493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.602741425468243,"score_gpt":0.6700849112598037,"score_spread":0.06734348579156069,"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."}}