{"id":"W2982598466","doi":"10.1145/3360724.3360723","title":"Professional Development for Open Education: The usefulness of a cMOOC","year":2019,"lang":"en","type":"article","venue":"eLearn","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cambrian College","funders":"","keywords":"Open educational resources; Open education; Professional development; Open university; Focus group; Educational resources; Medical education; Knowledge management; Pedagogy; Psychology; Distance education; Sociology; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004320112,0.00004943059,0.00007511504,0.00002648337,0.0001550404,0.0001213398,0.001130854,0.00002073313,0.0002229274],"category_scores_gemma":[0.00003723976,0.00003337295,0.00001922338,0.0001608015,0.00001099129,0.0002716685,0.0003198557,0.00008332742,0.0002256234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002082901,"about_ca_system_score_gemma":0.00109451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001013624,"about_ca_topic_score_gemma":0.000003353125,"domain_scores_codex":[0.9994234,0.00005297533,0.0001312488,0.0001555797,0.000128729,0.0001080491],"domain_scores_gemma":[0.99942,0.00009238329,0.00009119988,0.0002460421,0.000120073,0.00003033096],"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":[0.00002804471,0.0005804907,0.01619634,0.00009383394,0.00003355056,8.654898e-8,0.02301466,0.0001144262,0.0003083934,0.6219279,0.05033777,0.2873645],"study_design_scores_gemma":[0.000251718,0.00004272035,0.04495727,0.00005585388,0.00000166026,0.000002637732,0.004591153,0.0006832173,0.00212907,0.0006625776,0.9465128,0.0001092869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.801743,0.0001305099,0.01404187,0.02551107,0.009875654,0.003406013,8.673095e-7,0.00008928893,0.1452018],"genre_scores_gemma":[0.881999,6.974333e-7,0.0161418,0.000540305,0.00004969749,0.0001685813,0.000004320123,0.000005431164,0.1010902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8961751,"threshold_uncertainty_score":0.2900008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03675105119784822,"score_gpt":0.3199026377031366,"score_spread":0.2831515865052884,"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."}}