{"id":"W2937752884","doi":"10.21432/cjlt27795","title":"Massive Open Online Course Instructor Motivations, Innovations, and Designs: Surveys, Interviews, and Course Reviews | Motivations, innovations et conceptions des instructeurs de cours en ligne ouverts à tous : sondages, entrevues et évaluations de cours","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal Roads University","keywords":"Ligne; Psychology; Humanities; Art","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.003095577,0.0002445317,0.0004904216,0.001040013,0.0005457915,0.0004030949,0.0005961232,0.000228084,0.00002436816],"category_scores_gemma":[0.002332123,0.0002440979,0.00003937795,0.0015914,0.0004655093,0.0007422641,0.0001675297,0.001075449,0.000002395188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902709,"about_ca_system_score_gemma":0.002919053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000502535,"about_ca_topic_score_gemma":0.003831397,"domain_scores_codex":[0.9973986,0.001003827,0.0007102469,0.0003363691,0.0001480309,0.0004029585],"domain_scores_gemma":[0.9975324,0.0003385215,0.0007294512,0.000279727,0.000832123,0.0002878105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002379493,0.00007660205,0.864377,0.00005240296,0.000111664,0.00002678885,0.004898785,0.0006449742,0.0002650106,0.05349451,0.001035196,0.07501469],"study_design_scores_gemma":[0.003601012,0.001251969,0.8562862,0.002436784,0.0003582581,0.002385386,0.04120551,0.02293825,0.000125366,0.03080437,0.03739198,0.001214911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9120259,0.00349576,0.04422926,0.03959186,0.0001377928,0.0003537963,0.00005486114,0.00006068564,0.00005011465],"genre_scores_gemma":[0.940387,0.00230355,0.05640452,0.0003880794,0.0000398192,0.00001100623,0.00005609956,0.0000241967,0.0003857686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07379977,"threshold_uncertainty_score":0.9954022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03635841674639767,"score_gpt":0.3308167221217792,"score_spread":0.2944583053753815,"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."}}