{"id":"W4308862035","doi":"10.1002/aet2.10802","title":"Education Theory Made Practical: Creating open educational resources via an apprenticeship model","year":2022,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Apprenticeship; Promotion (chess); Medical education; Psychology; Pedagogy; Medicine; Political science","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001663086,0.000172701,0.0001612932,0.0002282198,0.001592441,0.001198765,0.000993446,0.00004245313,0.0005752906],"category_scores_gemma":[0.0002888217,0.0001952008,0.00003565247,0.0004810344,0.00005442024,0.002217881,0.000496713,0.0004244684,0.00002187371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176574,"about_ca_system_score_gemma":0.003255163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001221044,"about_ca_topic_score_gemma":0.000007341342,"domain_scores_codex":[0.997832,0.0005949595,0.000329578,0.0006216729,0.0003341121,0.0002876918],"domain_scores_gemma":[0.9985029,0.0003481488,0.000293973,0.000440488,0.0001419705,0.0002725622],"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":[0.00001346598,0.001006339,0.0008481439,0.00001474565,0.00001543345,1.47961e-7,0.07530405,0.0007014464,0.0001575018,0.6763072,0.001564535,0.244067],"study_design_scores_gemma":[0.0007718833,0.0003055373,0.02791672,0.00008947081,0.00008370355,0.0004586753,0.4263413,0.2129042,0.000068277,0.2580347,0.07186977,0.001155779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4290766,0.0005594441,0.04896295,0.0373564,0.00370779,0.001246473,0.000004802363,0.0003346863,0.4787509],"genre_scores_gemma":[0.8973603,0.000007754513,0.0875311,0.002991546,0.0002505535,0.0004660649,0.00008820849,0.00002344605,0.01128098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4682837,"threshold_uncertainty_score":0.9998381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06570378807228688,"score_gpt":0.3674023881248037,"score_spread":0.3016986000525168,"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."}}