{"id":"W3163897871","doi":"10.19173/irrodl.v22i2.5252","title":"Ready to Do OpenCourseWare? A Comparative Study of Taiwan College Faculty","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":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Perception; Psychology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.004663352,0.00009137361,0.0003390381,0.0001256839,0.0001932604,0.0002895478,0.002095754,0.0000202852,0.0001700015],"category_scores_gemma":[0.001827878,0.00006798346,0.00002937415,0.001350846,0.00006882797,0.0003534219,0.002162305,0.000515982,0.00002501344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008578518,"about_ca_system_score_gemma":0.0004398121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000439433,"about_ca_topic_score_gemma":0.00009408159,"domain_scores_codex":[0.9969664,0.001199228,0.0004417608,0.0003302261,0.0008617439,0.0002006567],"domain_scores_gemma":[0.9976742,0.0005102109,0.0001711343,0.0003148669,0.001229547,0.0001000952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004888986,0.006931012,0.2218943,0.00229758,0.0006382442,0.0002615397,0.05723964,0.005208499,0.0008815867,0.5716426,0.07788559,0.05463055],"study_design_scores_gemma":[0.003432806,0.001470846,0.1084193,0.01423716,0.00002555169,0.00007975665,0.6021427,0.00596647,0.0007489615,0.001594373,0.2613865,0.000495653],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8051919,0.006556779,0.002021142,0.0586814,0.0004251492,0.004684436,0.0001951903,0.00003501989,0.122209],"genre_scores_gemma":[0.997263,0.00092216,0.0006961027,0.0001171387,0.00001505863,0.00008214097,0.00007651604,0.000003845556,0.0008241117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5700482,"threshold_uncertainty_score":0.3894468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.182076929485449,"score_gpt":0.5054498073154899,"score_spread":0.3233728778300409,"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."}}