{"id":"W4285205805","doi":"10.1093/police/paac057","title":"Police recruitment videos and their relevance for attracting officers","year":2022,"lang":"en","type":"article","venue":"Policing A Journal of Policy and Practice","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Officer; Relevance (law); Salient; Content analysis; Psychology; Public relations; Representation (politics); Sample (material); Political science; Sociology; Law; Social science","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":[0.005097807,0.0001460728,0.0002622929,0.0002999636,0.002341809,0.0001784593,0.0002025101,0.00005741286,0.00003420394],"category_scores_gemma":[0.00768721,0.0001358012,0.000094567,0.0003739216,0.0001646267,0.001119391,0.00009891458,0.0005346495,0.000001224734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002948545,"about_ca_system_score_gemma":0.0007218872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2298683,"about_ca_topic_score_gemma":0.0052453,"domain_scores_codex":[0.9975809,0.001072995,0.0004306632,0.0001666609,0.0003085628,0.0004401791],"domain_scores_gemma":[0.984501,0.01387557,0.001020515,0.0001268894,0.0002013893,0.0002746354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00104454,0.0002361645,0.0004669858,0.00006640852,0.0002608646,0.000004026634,0.8561481,0.0005661842,0.003764811,0.04321736,0.004871796,0.0893527],"study_design_scores_gemma":[0.0005666002,0.0003948066,0.0006379985,0.00003841116,0.0001119884,0.0007407114,0.1045779,0.00006260473,0.00003815972,0.0007964543,0.8918694,0.0001649898],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7216913,0.001125642,0.001164708,0.2155942,0.0009919953,0.001149235,0.0001277951,0.00006988146,0.05808532],"genre_scores_gemma":[0.9825982,0.003384396,0.002424639,0.008348807,0.002299855,0.00003201653,0.0000010879,0.00002521019,0.0008857667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8869976,"threshold_uncertainty_score":0.998957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1869328889913988,"score_gpt":0.4628814521212815,"score_spread":0.2759485631298826,"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."}}