{"id":"W4244922995","doi":"10.32920/ryerson.14661267","title":"Impossible or Inevitable?: Suggestions for Future Youth - Police Communication Online","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Officer; Public relations; Social media; Standardization; Reputation; Community policing; Rumor; Political science; Sociology; Criminology; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006641952,0.0001796213,0.0002698035,0.0001041309,0.001273693,0.000512439,0.0006231219,0.0004675078,0.001169653],"category_scores_gemma":[0.000254926,0.0001562774,0.0001729655,0.0003272645,0.0001351947,0.0003251762,0.0003990659,0.0006078543,0.00001264565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660778,"about_ca_system_score_gemma":0.00136064,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4944489,"about_ca_topic_score_gemma":0.737384,"domain_scores_codex":[0.9984573,0.0003461501,0.0003071615,0.0003054069,0.0002317383,0.0003522914],"domain_scores_gemma":[0.9979789,0.0004697092,0.0002390919,0.0007624205,0.000382796,0.0001670848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008006309,0.0009254331,0.001064792,0.0002652366,0.0002172212,4.717909e-7,0.9268243,0.00052538,0.00004881006,0.03274589,0.02640101,0.01090136],"study_design_scores_gemma":[0.0003754165,0.00005029927,0.005104712,0.0003029865,0.0003732108,0.000002276141,0.6660122,0.0004046182,0.000006866533,0.001095375,0.3256985,0.000573576],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6522709,0.001300981,0.005140053,0.1772183,0.004413099,0.003677573,0.006237783,0.001138022,0.1486033],"genre_scores_gemma":[0.7652175,0.02699947,0.1025118,0.004112978,0.008061425,0.0003749294,0.009252182,0.00009225967,0.08337747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2992975,"threshold_uncertainty_score":0.9997434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.143173784364933,"score_gpt":0.4434359170315627,"score_spread":0.3002621326666297,"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."}}