{"id":"W3160567827","doi":"10.19173/irrodl.v22i2.5161","title":"What Is Open Pedagogy? Identifying Commonalities","year":2021,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Construct (python library); Open education; Meaning (existential); Pedagogy; Engineering ethics; Sociology; Open educational resources; Field (mathematics); Sustainability; Order (exchange); Computer science; Political science; Epistemology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007036278,0.00009280651,0.000255067,0.0000925491,0.0003573768,0.003821271,0.004031439,0.00002947671,0.000745869],"category_scores_gemma":[0.001540985,0.00007339312,0.00004575165,0.0007587038,0.0001172405,0.002225937,0.006065466,0.0007288418,0.00005220092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000873856,"about_ca_system_score_gemma":0.000534007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006237531,"about_ca_topic_score_gemma":0.00004520819,"domain_scores_codex":[0.9971122,0.001128692,0.0004015187,0.0003461998,0.000757948,0.0002534283],"domain_scores_gemma":[0.997723,0.0009569281,0.0001570283,0.0003679719,0.0007120521,0.00008294933],"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":[0.00005485118,0.0003725923,0.03654379,0.002256326,0.0001549686,0.00009654013,0.006138,0.0001114775,0.0001859798,0.7639416,0.03145701,0.1586868],"study_design_scores_gemma":[0.001038628,0.00008301478,0.01543444,0.02531806,0.0000104645,0.000131213,0.09141584,0.004518361,0.0007625041,0.0179172,0.8430529,0.0003173882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04078036,0.1727136,0.004987205,0.5664836,0.001931114,0.002581467,0.00004337747,0.00006740179,0.2104119],"genre_scores_gemma":[0.7776163,0.2049536,0.001695009,0.003003204,0.00007949102,0.0001323136,0.0002218507,0.00001435653,0.01228389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8115959,"threshold_uncertainty_score":0.9972129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1952916420189718,"score_gpt":0.5155929498304663,"score_spread":0.3203013078114946,"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."}}