{"id":"W2954802802","doi":"10.60770/g225-m058","title":"Openly obsessed: open educational resources policy in western Canada & conceptualizing openness in higher education","year":2025,"lang":"en","type":"article","venue":"MRU-Repo","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Openness to experience; Political science; Open educational resources; Sociology; Open education; Public relations; Public administration; Gender studies; Pedagogy; Social psychology; Psychology","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":[0.0004711964,0.0001599117,0.0002345907,0.000342803,0.0001720334,0.0009050373,0.002117608,0.00005913488,0.0003027847],"category_scores_gemma":[0.0001837947,0.0001715867,0.00002105784,0.001534783,0.00003540533,0.001064315,0.0008029622,0.0002485878,0.00003464897],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007670173,"about_ca_system_score_gemma":0.009636535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6889,"about_ca_topic_score_gemma":0.4165678,"domain_scores_codex":[0.9982025,0.0002549373,0.0004492031,0.0005266755,0.0002345862,0.000332108],"domain_scores_gemma":[0.9989636,0.0001951801,0.0001495461,0.0004869973,0.0001004393,0.0001042319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001910167,0.0005686404,0.5404554,0.00006333846,0.00002129903,0.00001003977,0.01035992,0.000835716,0.0001934522,0.4035566,0.02829429,0.01562213],"study_design_scores_gemma":[0.0004442142,0.00001036777,0.6109389,0.000231122,0.000002431113,0.000005148991,0.004234384,0.0001778775,0.00008370301,0.001284367,0.3823378,0.0002496321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6007852,0.000475384,0.00006747551,0.1139697,0.003322362,0.0008343756,0.000002263923,0.00004052934,0.2805027],"genre_scores_gemma":[0.9265022,0.000008248901,0.0009737331,0.006105873,0.0001454632,0.0001685132,0.00001699037,0.00000987644,0.0660691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4022723,"threshold_uncertainty_score":0.9959779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03380190092408718,"score_gpt":0.3376417782896369,"score_spread":0.3038398773655497,"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."}}