{"id":"W3002150399","doi":"10.24908/pceea.vi0.13712","title":"INTERRUPTED CASE STUDIES IN MATERIALS ENGINEERING","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Class (philosophy); Mathematics education; Key (lock); Computer science; Psychology; Artificial intelligence; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.06477606,0.001289944,0.001388963,0.007270524,0.00291026,0.007344971,0.005006663,0.003878687,0.01369028],"category_scores_gemma":[0.1205417,0.001206466,0.001048306,0.01023715,0.009527934,0.008616529,0.005910769,0.004605797,0.001448564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006287464,"about_ca_system_score_gemma":0.003896912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002473537,"about_ca_topic_score_gemma":0.00369373,"domain_scores_codex":[0.8911284,0.09408392,0.003590961,0.003088746,0.007167543,0.0009404936],"domain_scores_gemma":[0.6571744,0.3077587,0.008911173,0.01515329,0.008329492,0.002672875],"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":[0.0005163293,0.001271215,0.006007163,0.004715189,0.0002142199,0.002384422,0.03602413,0.009696564,0.001396163,0.6175627,0.01226063,0.3079513],"study_design_scores_gemma":[0.0004948838,0.001784918,0.006766125,0.006240101,0.0002167156,0.003015339,0.03267685,0.0228715,0.003952491,0.5052266,0.4164799,0.0002745495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0389672,0.03140327,0.803324,0.005229183,0.001398964,0.00510927,0.0005067179,0.0004168617,0.1136444],"genre_scores_gemma":[0.2979941,0.01429547,0.6571791,0.001145383,0.0004851986,0.01097974,0.0004970661,0.0001825941,0.01724137],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06477606,"threshold_uncertainty_score":0.3425726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00770401966098083,"score_gpt":0.2208899922624841,"score_spread":0.2131859726015033,"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."}}