{"id":"W1968871497","doi":"10.1145/1219816.1219820","title":"Courses vs. content","year":2007,"lang":"en","type":"article","venue":"eLearn","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Content (measure theory); Psychology; Computer science; Mathematics","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":[0.002060622,0.00092642,0.002810371,0.001588851,0.0007535327,0.00328024,0.002701093,0.002259377,0.2839877],"category_scores_gemma":[0.03424586,0.0004031599,0.001546064,0.002031266,0.0005257414,0.002478104,0.002813425,0.002657903,0.0309615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001793817,"about_ca_system_score_gemma":0.001691829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004200239,"about_ca_topic_score_gemma":0.002587235,"domain_scores_codex":[0.9973743,0.0005910505,0.0001863002,0.0004888114,0.0008137245,0.0005457487],"domain_scores_gemma":[0.961594,0.03235159,0.001280938,0.0007812691,0.001040441,0.002951838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2837468,0.009847054,0.08389237,0.01762563,0.00414107,0.001911104,0.001941632,0.004596253,0.02940836,0.02738352,0.1464444,0.3890617],"study_design_scores_gemma":[0.01502106,0.02923069,0.6381869,0.007967813,0.01151659,0.001285072,0.004820039,0.01023085,0.01953896,0.05260317,0.2091703,0.0004285738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6570172,0.01644264,0.006388805,0.008277972,0.005221203,0.001856372,0.09970895,0.001571673,0.2035151],"genre_scores_gemma":[0.7873377,0.005094921,0.002271505,0.003322764,0.001057265,0.002872403,0.01366174,0.001466116,0.1829156],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2839877,"threshold_uncertainty_score":0.9500336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07466045456069356,"score_gpt":0.3805768647724083,"score_spread":0.3059164102117148,"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."}}