{"id":"W4387489467","doi":"10.29173/cjs29727","title":"Synoptic Prudentialism","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Sociology","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reflexivity; Bureaucracy; Sociology; Social media; Public relations; Rumor; Front line; Perspective (graphical); Gaze; Vulnerability (computing); Narrative; Officer; Media studies; Political science; Psychology; Law; Computer security; Social science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009100428,0.00003086662,0.00008448475,0.00003988072,0.0009775476,0.00005805613,0.0002109275,0.00008178701,0.001470766],"category_scores_gemma":[0.0004143382,0.00002338229,0.000067111,0.00007734674,0.000706438,0.00008430511,0.00000580336,0.0002534619,0.00005748079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001382617,"about_ca_system_score_gemma":0.003586877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2276393,"about_ca_topic_score_gemma":0.8585495,"domain_scores_codex":[0.9990696,0.0004720571,0.0001238919,0.0000359655,0.00008466982,0.0002137582],"domain_scores_gemma":[0.9991813,0.0002221278,0.0001113371,0.00007165605,0.0001813705,0.0002321865],"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":[0.000004328115,0.0000139132,0.009815558,0.000003542726,0.0001414788,0.0002066043,0.5742264,0.00006817843,0.0002788881,0.3688744,0.04369823,0.002668455],"study_design_scores_gemma":[0.0001519248,0.00003559335,0.03552821,0.00001422452,0.00007889306,0.0002544091,0.03805064,0.000002337192,0.00001073911,0.02977371,0.8960162,0.00008309861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8430201,0.0005383713,0.00003300911,0.1143646,0.001531761,0.00003028445,0.000004307859,0.000003481931,0.04047408],"genre_scores_gemma":[0.9937192,0.0001388096,0.00007253941,0.002468956,0.0008535149,3.590414e-7,4.979965e-7,0.000003106026,0.002743007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.852318,"threshold_uncertainty_score":0.999442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06728637294702904,"score_gpt":0.3764060977401506,"score_spread":0.3091197247931216,"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."}}