{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1844464,0.001710755,0.00183584,0.002963993,0.002481952,0.007613738,0.007899485,0.003639523,0.01140856],"category_scores_gemma":[0.3858521,0.001328175,0.00231458,0.00314794,0.0111595,0.009741858,0.006408346,0.003371685,0.002411211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003797063,"about_ca_system_score_gemma":0.01491119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005186587,"about_ca_topic_score_gemma":0.00486897,"domain_scores_codex":[0.7535862,0.2134962,0.01029725,0.01084642,0.009742201,0.002031697],"domain_scores_gemma":[0.3067219,0.3343594,0.02207031,0.3138205,0.02039733,0.002630638],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002463531,0.006599774,0.1469029,0.01023816,0.002554945,0.001394605,0.03868942,0.007086306,0.01237107,0.135584,0.01744306,0.6186723],"study_design_scores_gemma":[0.003062231,0.01550734,0.1511538,0.01439163,0.006105961,0.00259941,0.0456646,0.03237081,0.04578105,0.4298515,0.25282,0.0006917545],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4488949,0.007385337,0.3752756,0.03108348,0.01130041,0.01441728,0.005454049,0.003182595,0.1030063],"genre_scores_gemma":[0.7125438,0.001430584,0.267357,0.005261123,0.0007446826,0.006351423,0.001299036,0.0003881105,0.004624219],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8155536,"threshold_uncertainty_score":0.9754574,"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."}}