{"id":"W1502214890","doi":"10.3390/fi7020140","title":"Quantitative Analysis of the Usage of a Pedagogical Tool Combining Questions Listed as Learning Objectives and Answers Provided as Online Videos","year":2015,"lang":"en","type":"article","venue":"Future Internet","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Class (philosophy); Computer science; Tracking (education); Limiting; Perception; Online learning; Mathematics education; Multimedia; Psychology; Artificial intelligence; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0146629,0.0005363043,0.0006136529,0.003947547,0.0005372431,0.0009923767,0.0004864383,0.0004587594,0.002580804],"category_scores_gemma":[0.05283515,0.0002328579,0.0006394577,0.002396586,0.0007931824,0.0009941217,0.001008393,0.0006495827,0.0005533825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007443517,"about_ca_system_score_gemma":0.0007642822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004469127,"about_ca_topic_score_gemma":0.0007201126,"domain_scores_codex":[0.9848585,0.008376175,0.001538619,0.0009500496,0.003617312,0.0006593582],"domain_scores_gemma":[0.8771349,0.08788569,0.01004137,0.002530167,0.02092413,0.001483765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002026252,0.003477465,0.5050444,0.004731164,0.0004267383,0.0004511252,0.08281156,0.00124641,0.0456697,0.001120731,0.004018041,0.3489765],"study_design_scores_gemma":[0.0001133739,0.0049368,0.8957402,0.0006631815,0.0002689383,0.000493272,0.05970804,0.004574292,0.01911623,0.0006583037,0.01354692,0.0001804146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986288,0.0001400037,0.007507351,0.00009955336,0.00002419384,0.001206302,0.001084797,0.0000865527,0.00356318],"genre_scores_gemma":[0.9845355,0.0001938402,0.009667771,0.0000818554,0.00002836173,0.003048391,0.0007889585,0.00003800401,0.001617312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0146629,"threshold_uncertainty_score":0.07754576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1091390690745629,"score_gpt":0.4481577430759671,"score_spread":0.3390186740014042,"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."}}