{"id":"W3033924390","doi":"10.1177/0020720920928477","title":"College multimedia teaching system devise and application evaluation","year":2020,"lang":"en","type":"article","venue":"International Journal of Electrical Engineering Education","topic":"Innovative Educational Techniques","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Multimedia; Software; Perspective (graphical); Gray (unit); Sample (material); Index (typography); Evaluation methods; World Wide Web; Engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":{"nature":"Expression of concern","reason":"Compromised Peer Review;Investigation by Journal/Publisher;","date":"12/15/2021 0:00","openalex_flagged":false},"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001318806,0.00008121674,0.0001138495,0.0002447793,0.0001128452,0.00005734493,0.0002556072,0.00006529035,0.00001458166],"category_scores_gemma":[0.003080291,0.00008522419,0.00003415008,0.0002864856,0.00002653859,0.0003413456,0.00001693036,0.0002648919,0.000005186784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008310728,"about_ca_system_score_gemma":0.0009672357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008411904,"about_ca_topic_score_gemma":0.000002657508,"domain_scores_codex":[0.9985299,0.0001178642,0.0003580265,0.0001191611,0.0007512695,0.0001238487],"domain_scores_gemma":[0.9976013,0.0002078092,0.0002762092,0.0000434105,0.00174057,0.0001307576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007803776,0.0002972907,0.001899452,0.00005180644,0.0001465382,0.000003146087,0.01206364,0.0005886349,0.01553529,0.6364301,0.01026036,0.3226458],"study_design_scores_gemma":[0.002280697,0.0005593258,0.03467914,0.0006933805,0.0002990215,0.0002289957,0.01506759,0.4614187,0.007888421,0.004594223,0.4710826,0.001207806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4479152,0.002359466,0.4508425,0.0715382,0.00783065,0.002458986,0.00002700084,0.000514271,0.01651375],"genre_scores_gemma":[0.9821177,0.00002498523,0.01549275,0.0002575614,0.002032334,0.00003384844,0.00001138524,0.0000110889,0.00001837599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6318358,"threshold_uncertainty_score":0.3687618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587331947600442,"score_gpt":0.3538570804178024,"score_spread":0.3379837609417981,"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."}}