{"id":"W3136439543","doi":"10.1080/15614263.2021.1900849","title":"Examining the impact of uniform manipulations on perceptions of police officers among Canadian university students","year":2021,"lang":"en","type":"article","venue":"Police Practice and Research","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University","funders":"","keywords":"Officer; Helpfulness; Perception; Psychology; Social psychology; Duty; Legitimacy; Applied psychology; Public relations; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002890331,0.0003687014,0.0003396889,0.0005966699,0.003381589,0.001394189,0.0005009631,0.000400584,0.002297199],"category_scores_gemma":[0.0112972,0.000254409,0.0003507762,0.0006583824,0.002638195,0.0003746865,0.001078406,0.0007938021,0.0001061436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008644644,"about_ca_system_score_gemma":0.008490914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5301127,"about_ca_topic_score_gemma":0.7577709,"domain_scores_codex":[0.9968848,0.000862061,0.0001079797,0.0002620252,0.001203883,0.0006792744],"domain_scores_gemma":[0.993637,0.001924622,0.001534593,0.0004384884,0.00130929,0.001156116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005104548,0.006497818,0.6026468,0.0004454612,0.0001808425,0.0005630808,0.195871,0.000547264,0.06736167,0.002186892,0.002119924,0.1164748],"study_design_scores_gemma":[0.00005966022,0.002417522,0.9320224,0.00005173113,0.00006202084,0.00003283665,0.05848125,0.0002577684,0.003708791,0.0001320327,0.002720061,0.00005386676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989955,0.00002053136,0.00006396326,0.00003581484,0.00000423137,0.00003337037,0.00001145599,0.000001972281,0.0008331251],"genre_scores_gemma":[0.9992074,0.00004205422,0.0002385671,0.00002692584,0.000003333398,0.00002733987,0.00001579297,0.000001280007,0.0004373901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4698873,"threshold_uncertainty_score":0.945309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1846967102801828,"score_gpt":0.493712183460306,"score_spread":0.3090154731801233,"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."}}