{"id":"W3005277705","doi":"","title":"Interactive Online Modules and Videos for Learning Geological Concepts at the University of Toronto Department of Earth Sciences","year":2014,"lang":"en","type":"article","venue":"AGUFM","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Media studies; Multimedia; Library science; Visual arts; World Wide Web; Sociology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002616765,0.0000389432,0.00008078382,0.00000789262,0.0002002748,0.00001464075,0.0002299774,0.0000155176,0.00006490641],"category_scores_gemma":[0.000103214,0.00002747318,0.00002259569,0.00003525209,0.0001848066,0.0001904389,0.0001886009,0.00003955014,0.000002456302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001049021,"about_ca_system_score_gemma":0.00001922942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004423007,"about_ca_topic_score_gemma":0.001172092,"domain_scores_codex":[0.9995415,0.00009706898,0.00006474747,0.0001374121,0.00007710108,0.00008213564],"domain_scores_gemma":[0.9994478,0.0003071146,0.00008976012,0.00007753842,0.00005168671,0.00002605156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003040502,0.0008483916,0.1613901,0.0001204118,0.000177075,0.000002485241,0.07278235,0.04369913,0.01671754,0.3404464,0.00167471,0.3618374],"study_design_scores_gemma":[0.001210856,0.002235863,0.3797077,0.00008650353,0.00002935184,0.00001066989,0.0313445,0.4383395,0.007633856,0.0009266194,0.138177,0.0002976147],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977383,0.0001032144,0.0187701,0.0005139151,0.00006832614,0.00009977769,0.00000123518,0.0000114481,0.003048988],"genre_scores_gemma":[0.9912921,0.00002656616,0.008055406,0.00004747757,0.00001154026,5.831646e-7,0.000002064293,9.439001e-7,0.0005633297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3946403,"threshold_uncertainty_score":0.1540372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080327035213285,"score_gpt":0.2886296781408427,"score_spread":0.2678264077887099,"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."}}