{"id":"W4390479093","doi":"10.18357/otessaj.2023.3.2.40","title":"Faculty and Student Perceptions of Open Pedagogy: A Case Study From British Columbia, Canada","year":2023,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Journal","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Context (archaeology); Perception; Pedagogy; Qualitative research; Medical education; Higher education; Psychology; Sociology; Political science; Medicine; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.002956332,0.000491585,0.000849573,0.00261018,0.04496492,0.007410636,0.003076724,0.002369231,0.005585993],"category_scores_gemma":[0.007017581,0.0006292723,0.0003360542,0.006258291,0.006484972,0.001583625,0.004226876,0.003659952,0.0005598043],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1031984,"about_ca_system_score_gemma":0.1793081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9874541,"about_ca_topic_score_gemma":0.9963061,"domain_scores_codex":[0.9951985,0.0008813862,0.0001664791,0.0003638091,0.001395039,0.001994811],"domain_scores_gemma":[0.9878443,0.00217696,0.0005959446,0.000193018,0.00436699,0.004822649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001243971,0.0005534653,0.05589636,0.0002611111,0.00002043989,0.007727714,0.8956279,0.0002034104,0.001619968,0.002355918,0.007914244,0.02769516],"study_design_scores_gemma":[0.000008164082,0.00007431415,0.02086475,0.0001546349,0.00001143553,0.0002504654,0.9617903,0.0001218139,0.0002191252,0.0001228453,0.01634824,0.0000339009],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822577,0.0007395063,0.0002551145,0.003437745,0.00006321618,0.0001601951,0.0001595578,0.00001827785,0.01290881],"genre_scores_gemma":[0.9868442,0.001148737,0.0004983431,0.001499652,0.00001224864,0.00007154167,0.00008791715,0.00002990666,0.009807466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9969233,"threshold_uncertainty_score":0.74876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03180335201699609,"score_gpt":0.374489654251506,"score_spread":0.34268630223451,"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."}}