{"id":"W3213357183","doi":"10.3390/su132112230","title":"Reviewer Experience vs. Expertise: Which Matters More for Good Course Reviews in Online Learning?","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Wilfrid Laurier University","funders":"National Natural Science Foundation of China","keywords":"Competence (human resources); Massive open online course; Psychology; Medical education; Online learning; Online discussion; Online course; Medicine; Mathematics education; World Wide Web; Computer science; Social psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001191216,0.0002353988,0.0005443595,0.00006094934,0.0001479631,0.0001183292,0.0006641507,0.00009602884,0.00002947581],"category_scores_gemma":[0.01126943,0.000215716,0.0001810025,0.001091724,0.00008958195,0.0003458316,0.0003092098,0.000427289,0.000008134884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004045648,"about_ca_system_score_gemma":0.0006132097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004917302,"about_ca_topic_score_gemma":0.00008487382,"domain_scores_codex":[0.9973058,0.0004573761,0.0006206036,0.0008263183,0.0002304843,0.0005593984],"domain_scores_gemma":[0.9960604,0.0001746479,0.0001766831,0.001068501,0.002376703,0.0001430336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000481822,0.003657834,0.5159045,0.005599139,0.00005015212,0.0002260525,0.02687093,0.004866499,0.0001345531,0.01038143,0.02419808,0.4080626],"study_design_scores_gemma":[0.001223243,0.0002898512,0.06533522,0.0005809875,0.00003661465,0.0000200163,0.006570274,0.1136823,0.0001748539,0.005654783,0.8054704,0.0009614385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4858141,0.02075527,0.1275018,0.3611135,0.001400308,0.002749897,0.00001662653,0.0005416427,0.0001068635],"genre_scores_gemma":[0.9443194,0.001637178,0.03820848,0.006914599,0.0004206297,0.0004096826,0.00007796528,0.00005001854,0.007961992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7812724,"threshold_uncertainty_score":0.997059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533375681263581,"score_gpt":0.3449114750273912,"score_spread":0.3295777182147554,"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."}}