{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01635952,0.0008336834,0.0008098712,0.003949689,0.01530947,0.01734993,0.004396321,0.005457023,0.02648526],"category_scores_gemma":[0.02732712,0.0006996461,0.001156114,0.003724066,0.01016908,0.03217606,0.00980402,0.006724155,0.004135753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0118847,"about_ca_system_score_gemma":0.04012091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05103948,"about_ca_topic_score_gemma":0.1601712,"domain_scores_codex":[0.9891042,0.006992023,0.0004156899,0.0005366074,0.001241751,0.001709862],"domain_scores_gemma":[0.9792041,0.008469783,0.001157156,0.0004921613,0.00359708,0.00707986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005727637,0.0003393902,0.01967308,0.001986292,0.00003073415,0.003265766,0.5018163,0.0002092469,0.0003634728,0.05810656,0.2424073,0.1717447],"study_design_scores_gemma":[0.00001180489,0.00002229343,0.002957783,0.002039752,0.0000142209,0.0004527739,0.7842472,0.0002431532,0.00009742425,0.01192335,0.1979472,0.00004295893],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06588566,0.01879682,0.01147171,0.774404,0.004454018,0.0009998729,0.0005622793,0.0005980501,0.1228275],"genre_scores_gemma":[0.7083228,0.07317606,0.0668404,0.06756338,0.002416017,0.00326512,0.001768519,0.0004141727,0.0762335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05103948,"threshold_uncertainty_score":0.1014848,"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."}}