{"id":"W4378778826","doi":"10.5281/zenodo.7990074","title":"VITALISE D4.7 University Course Design","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Horizon 2020 Framework Programme","keywords":"Course (navigation); Mathematics education; Psychology; Engineering; Aerospace engineering","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":[0.004997962,0.0005739702,0.0004548153,0.001068046,0.0007468307,0.003151207,0.001313697,0.0007157537,0.1291004],"category_scores_gemma":[0.01038522,0.0007040452,0.0004993532,0.0007044204,0.0004574249,0.0007014036,0.001836646,0.001671462,0.03307224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002431314,"about_ca_system_score_gemma":0.003190381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00153813,"about_ca_topic_score_gemma":0.001645945,"domain_scores_codex":[0.9968831,0.001180495,0.0001679642,0.0005436439,0.0007811959,0.0004435213],"domain_scores_gemma":[0.9949812,0.001541122,0.0002061151,0.000705153,0.001920191,0.0006461656],"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":[0.004682851,0.002931594,0.004284943,0.003142986,0.0000611395,0.000266108,0.004347775,0.01669442,0.02590759,0.04426339,0.1482405,0.7451767],"study_design_scores_gemma":[0.001663773,0.003094847,0.008643668,0.0004477118,0.00005520576,0.00008425825,0.0013787,0.007169927,0.01671406,0.008203078,0.9524595,0.00008537204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1404619,0.000801607,0.3566409,0.002016254,0.001606223,0.09279799,0.02593716,0.01490591,0.3648321],"genre_scores_gemma":[0.1998161,0.0006161032,0.3316126,0.001205278,0.0001842973,0.1387223,0.01487831,0.002770182,0.3101948],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1291004,"threshold_uncertainty_score":0.4318838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03615786862747989,"score_gpt":0.2191473947028853,"score_spread":0.1829895260754054,"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."}}