{"id":"W2242142426","doi":"","title":"Collaborative Course Development Produces Quality Courses: Case Studies","year":2009,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Course (navigation); Quality (philosophy); Computer science; Mathematics education; Engineering; Psychology; Epistemology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007110854,0.0005188462,0.0005898383,0.0001909394,0.0003603583,0.0001722036,0.0001811902,0.0001453049,0.00009405454],"category_scores_gemma":[0.0000956977,0.0005556738,0.00003693294,0.0007745641,0.0001093452,0.0003506555,0.00004407419,0.0009951582,0.00004292418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189996,"about_ca_system_score_gemma":0.0005592204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008396993,"about_ca_topic_score_gemma":0.0002992116,"domain_scores_codex":[0.9970219,0.0002886427,0.0007691503,0.0006928427,0.0006437189,0.0005837232],"domain_scores_gemma":[0.9985164,0.0001613903,0.0004653973,0.0003342098,0.0002506537,0.0002719506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001015544,0.003870449,0.1858809,0.003582516,0.0009558684,0.0008461947,0.06174879,0.05355706,0.01084841,0.2960564,0.01310105,0.3685369],"study_design_scores_gemma":[0.0037024,0.002046704,0.7508875,0.004335955,0.0001239014,0.0002385252,0.07249209,0.004274933,0.007494787,0.003237528,0.1463234,0.004842304],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615746,0.007262357,0.00004757291,0.004996026,0.002138474,0.001035587,0.0000142123,0.000680195,0.02225105],"genre_scores_gemma":[0.9857516,0.0008360256,0.002316081,0.000401619,0.0002119889,0.0001873861,0.00003366625,0.00006228755,0.01019932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5650066,"threshold_uncertainty_score":0.9996895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0636004806625109,"score_gpt":0.3414750826478108,"score_spread":0.2778746019853,"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."}}