{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007083527,0.00004551268,0.00007354,0.0001284298,0.00107767,0.0001899813,0.0001266467,0.00004160082,0.00004402022],"category_scores_gemma":[0.0001655893,0.00004306349,0.00002554374,0.0001252025,0.0001119186,0.0006077869,0.0000205077,0.0001745097,0.00002216477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220701,"about_ca_system_score_gemma":0.0001844278,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7837107,"about_ca_topic_score_gemma":0.9808269,"domain_scores_codex":[0.9993832,0.0001262644,0.0001612057,0.00004809218,0.0001312635,0.0001499587],"domain_scores_gemma":[0.9996005,0.00002900539,0.00008490375,0.00006091013,0.0001089827,0.0001157439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000438515,0.00002120567,0.001318125,0.0001096671,0.00003224693,0.00001584648,0.02536904,0.00002708135,0.0001120441,0.5473051,0.00610554,0.4195402],"study_design_scores_gemma":[0.0002249364,0.00004143213,0.001688599,0.00009164738,0.00006098277,0.00001300992,0.3381585,0.00004423928,0.00004141632,0.002909155,0.6566457,0.00008040288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3811046,0.0007848122,0.006875583,0.02857725,0.002005201,0.0004671082,0.00006185942,0.00005805407,0.5800656],"genre_scores_gemma":[0.9984021,0.0004761783,0.0003847595,0.0004757111,0.0001760218,0.000001119651,0.000003219072,0.000002510383,0.0000784423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6505402,"threshold_uncertainty_score":0.8288672,"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."}}