{"id":"W4402884229","doi":"10.35502/jcswb.386","title":"Opportunities for volunteering within Canadian policing: Insights from England and Wales","year":2024,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Sex work and related issues","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Sociology; Criminology; Community policing; Public administration; Political science; Public relations","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001009552,0.00009602428,0.0002021611,0.0002034664,0.001556214,0.0002399305,0.0001634688,0.0001244993,0.00001492464],"category_scores_gemma":[0.000122074,0.00007896124,0.00005061588,0.00009901713,0.0001933246,0.0003168308,0.00003544406,0.0006025464,6.008632e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000732046,"about_ca_system_score_gemma":0.0002580732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1945841,"about_ca_topic_score_gemma":0.2096734,"domain_scores_codex":[0.9990247,0.0003250378,0.000288881,0.00004923406,0.0001341392,0.0001780349],"domain_scores_gemma":[0.9985722,0.0009141492,0.00008590971,0.00007824779,0.00008623209,0.0002632038],"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":[0.00007064458,0.0000139676,0.001865843,0.00006287931,0.0001989457,0.00005535774,0.9491282,0.00006010913,0.00005779934,0.024544,0.0003352891,0.02360695],"study_design_scores_gemma":[0.0005511016,0.0001460069,0.003711299,0.001135644,0.0001382749,0.00005129226,0.2936224,0.000651109,0.0001146636,0.0592645,0.6403824,0.0002313068],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720846,0.004463602,0.00012174,0.006236146,0.0005361657,0.00007007027,0.000002634113,0.00002028239,0.01646476],"genre_scores_gemma":[0.9933382,0.005206416,0.0001685715,0.0002454999,0.000415165,4.339315e-7,0.00000415198,0.00001084765,0.0006107343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6555058,"threshold_uncertainty_score":0.9997436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03020578190366223,"score_gpt":0.2802717293815082,"score_spread":0.250065947477846,"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."}}