{"id":"W2299714860","doi":"","title":"Lost in transition:lack of competent evaluators for distance delivered programs","year":2012,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Transition (genetics); Computer science; Medical education; Business; Chemistry; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0006389573,0.0001123645,0.0001995505,0.0003248486,0.0001353618,0.00002142523,0.0002104042,0.0001257911,0.0005896932],"category_scores_gemma":[0.0009203234,0.0001154619,0.00002596148,0.0007644919,0.0007517278,0.0002202192,0.00001295962,0.0002316322,0.00003357706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001017679,"about_ca_system_score_gemma":0.0007355033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001030107,"about_ca_topic_score_gemma":0.001706405,"domain_scores_codex":[0.9987313,0.0001355868,0.0002696759,0.0002199507,0.0003016761,0.0003418299],"domain_scores_gemma":[0.9982127,0.0009930177,0.0001869984,0.000142766,0.0003239026,0.0001405975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002478649,0.0005219679,0.1108741,0.00002566662,0.00001222271,1.286096e-7,0.02071147,7.190591e-7,0.00005293929,0.8632596,0.0004202434,0.004096226],"study_design_scores_gemma":[0.001612816,0.000286846,0.1169273,0.0004525766,0.0000918462,0.000004044579,0.01555256,0.00008388721,0.0006323965,0.7999471,0.06375359,0.0006550453],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3077637,0.0008428045,0.0001214116,0.6844497,0.002221903,0.0008507554,0.00001891424,0.0000581149,0.003672653],"genre_scores_gemma":[0.9965216,0.0001398906,0.001838314,0.0001183538,0.0003827892,0.0003160573,0.00004743092,0.000008735124,0.0006268181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6887579,"threshold_uncertainty_score":0.6456727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084263241332722,"score_gpt":0.3943376360855107,"score_spread":0.2859113119522385,"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."}}