{"id":"W2611974642","doi":"10.19173/irrodl.v18i3.2800","title":"Improving the K-12 Online Course Design Review Process: Experts Weigh in on iNACOL National Standards for Quality Online Courses","year":2017,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Class (philosophy); Quality (philosophy); Computer science; Learning standards; Process (computing); Online course; Reliability (semiconductor); Distance education; Perspective (graphical); Educational technology; Engineering management; Multimedia; Knowledge management; Mathematics education; Psychology; Engineering; Curriculum; Pedagogy; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5397162,0.0007530449,0.001305827,0.0104027,0.01006933,0.01221812,0.00499734,0.004283428,0.002892017],"category_scores_gemma":[0.6493375,0.001284974,0.001316108,0.005461266,0.007074245,0.009067398,0.01257371,0.006683174,0.00176444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01121066,"about_ca_system_score_gemma":0.07614191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005592497,"about_ca_topic_score_gemma":0.02303526,"domain_scores_codex":[0.5330608,0.2908762,0.05834696,0.01391979,0.09680627,0.006989893],"domain_scores_gemma":[0.1608394,0.3679205,0.0415008,0.03747508,0.3742831,0.01798113],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002695826,0.0005130228,0.02426994,0.003887951,0.0001899064,0.0008697715,0.1480176,0.001014507,0.007335105,0.008699329,0.117809,0.6871244],"study_design_scores_gemma":[0.0003237955,0.0008388858,0.04424387,0.0163595,0.000305236,0.001440766,0.1684613,0.006317838,0.009332615,0.03356445,0.7179763,0.0008355029],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2474428,0.01646272,0.3078878,0.3124345,0.02397317,0.02424342,0.0005224272,0.002288403,0.0647449],"genre_scores_gemma":[0.4454757,0.006649354,0.4806378,0.03496109,0.003536924,0.01163373,0.0005048079,0.0008245311,0.01577606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4602838,"threshold_uncertainty_score":0.5676118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2371206890541125,"score_gpt":0.5854926461671964,"score_spread":0.3483719571130839,"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."}}