{"id":"W3194115438","doi":"10.1177/14613557211032614","title":"Presenting a uniformed self: Symbols of safety in police auxiliary members' perceptions","year":2021,"lang":"en","type":"article","venue":"International Journal of Police Science & Management","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Ontario Tech University","funders":"","keywords":"Perception; Exploratory research; Psychology; Service (business); Distancing; Social psychology; Public relations; Political science; Medicine; Sociology; Coronavirus disease 2019 (COVID-19); Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002392224,0.00009198711,0.0001657572,0.0007429213,0.0003095085,0.000193515,0.001082788,0.00004026224,0.0005416198],"category_scores_gemma":[0.0001778223,0.00009192122,0.0001242386,0.001150758,0.0003944727,0.001409597,0.0002732067,0.0002000599,0.00001683844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005234897,"about_ca_system_score_gemma":0.0006830148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04618046,"about_ca_topic_score_gemma":0.02259423,"domain_scores_codex":[0.9972113,0.0001746069,0.0006066925,0.0001777378,0.001472079,0.0003575569],"domain_scores_gemma":[0.998214,0.0001666628,0.0004496548,0.0001682391,0.0008341726,0.0001672478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001154147,0.002042357,0.03924329,0.00008097637,0.0004489943,0.0000895223,0.7599939,0.006635669,0.007282442,0.1555155,0.002005562,0.02654641],"study_design_scores_gemma":[0.001511106,0.00005825342,0.6325497,0.0004242456,0.0001353311,0.000114814,0.2797479,0.001034852,0.0004086978,0.001755753,0.08191054,0.0003488361],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8179119,0.00001244681,0.0001465389,0.00532138,0.0008128914,0.0001194399,0.00001074107,0.00001449603,0.1756502],"genre_scores_gemma":[0.993711,0.0009163001,0.003071508,0.0003975131,0.0003921108,0.00000269105,0.000001413446,0.000005648411,0.001501795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5933064,"threshold_uncertainty_score":0.9952409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02654172606965303,"score_gpt":0.3945467394855053,"score_spread":0.3680050134158523,"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."}}