{"id":"W6949983388","doi":"10.5281/zenodo.15398799","title":"From Classroom to Cloud: Evaluating Hybrid Approaches for Engineering Software Instruction","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Software; Software development; Perspective (graphical); Scheduling (production processes); Social software engineering; Personal software process","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":[0.009435287,0.0004637221,0.0005739311,0.001052158,0.001522965,0.003282111,0.00123488,0.000896495,0.004012004],"category_scores_gemma":[0.02198928,0.0002539551,0.0004658569,0.0009970583,0.002822145,0.002759079,0.003960003,0.001276661,0.0006957004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002456241,"about_ca_system_score_gemma":0.002476393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008227731,"about_ca_topic_score_gemma":0.001934533,"domain_scores_codex":[0.9888595,0.007993088,0.0003315208,0.0008403789,0.00111267,0.0008628349],"domain_scores_gemma":[0.9807013,0.0146473,0.001284755,0.0008949368,0.001251126,0.001220626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003332877,0.01652378,0.08369583,0.002902621,0.0002804722,0.0008308946,0.33125,0.00614559,0.02309679,0.01741228,0.006021354,0.5085075],"study_design_scores_gemma":[0.001884963,0.03740416,0.1465415,0.002476878,0.00053301,0.000929784,0.6474649,0.01590367,0.03789104,0.03106514,0.07758814,0.0003167574],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823408,0.0001594837,0.008359472,0.0003395353,0.00002203047,0.0005193173,0.00009212962,0.00004869408,0.008118448],"genre_scores_gemma":[0.987222,0.0001287826,0.01017463,0.0001656423,0.000009218577,0.001019798,0.00005304712,0.0000325546,0.001194361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009435287,"threshold_uncertainty_score":0.04989916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03888715311647917,"score_gpt":0.2520057328734361,"score_spread":0.2131185797569569,"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."}}