{"id":"W4413416239","doi":"10.29173/mlj1423","title":"Canadian Freedom of Information Personnel: Views and Lessons Learned","year":2025,"lang":"en","type":"article","venue":"Manitoba Law Journal","topic":"European Criminal Justice and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Freedom of information; Political science; Public relations; Psychology; Business; Aeronautics; Engineering; 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":[0.01670958,0.0005122938,0.0007355799,0.004654491,0.04290367,0.01717601,0.003112728,0.004670781,0.007964572],"category_scores_gemma":[0.02685986,0.0005900594,0.0005265744,0.01313403,0.01999518,0.007914848,0.005599287,0.009978434,0.0004784523],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2607114,"about_ca_system_score_gemma":0.401046,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9949117,"about_ca_topic_score_gemma":0.9958888,"domain_scores_codex":[0.9830011,0.002860775,0.0004240219,0.001398428,0.007187058,0.005128627],"domain_scores_gemma":[0.9577601,0.01184396,0.001202763,0.0007565811,0.01632722,0.01210948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006305604,0.00008859636,0.02210828,0.0006789509,0.00002740089,0.001173015,0.47614,0.0003167433,0.0003924234,0.2077543,0.1970977,0.09415969],"study_design_scores_gemma":[0.00001218694,0.00001806479,0.01459946,0.001051108,0.0000181766,0.0001857683,0.4773343,0.0002138818,0.0001954674,0.007614802,0.4986557,0.0001011106],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1113278,0.02702982,0.001030177,0.7040027,0.001621294,0.00007880741,0.0007072715,0.00005094146,0.1541511],"genre_scores_gemma":[0.8805099,0.03156621,0.001240467,0.05093306,0.0003773871,0.00005464816,0.0003718684,0.00008979756,0.03485668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2607114,"threshold_uncertainty_score":0.85747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06084276215357472,"score_gpt":0.3196349415950513,"score_spread":0.2587921794414766,"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."}}