{"id":"W4233240891","doi":"10.24908/pceea.v0i0.3855","title":"EDESIGN","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; Molson Foundation","keywords":"Scope (computer science); Bridge (graph theory); Computer science; Modular design; Architecture; Collaborative software; Multimedia; Software; Software engineering; Human–computer interaction; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002316229,0.000167986,0.0001422147,0.0002538074,0.00008684516,0.00004455062,0.0003331391,0.0001460065,0.00008319734],"category_scores_gemma":[0.0002818411,0.0001787741,0.00007837042,0.0004368056,0.00001206771,0.0002221707,0.00001791124,0.0002645316,0.0000300671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001907629,"about_ca_system_score_gemma":0.0001548255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002065148,"about_ca_topic_score_gemma":0.00058476,"domain_scores_codex":[0.9990591,0.000002835307,0.0002430003,0.0001313421,0.000228047,0.000335662],"domain_scores_gemma":[0.9993956,0.00002036746,0.00009986958,0.0001066699,0.0001899657,0.0001875196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009424431,0.0002743001,0.3419514,0.001781491,0.0009740723,9.533059e-7,0.02253796,0.05753633,0.2750957,0.09121303,0.2046328,0.003992591],"study_design_scores_gemma":[0.0005628948,0.00006298764,0.5657735,0.0006241465,0.0001499387,0.00002297212,0.001235041,0.03911398,0.2410881,0.0006278078,0.1490334,0.001705265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8079987,0.0006875474,0.0002574263,0.0004916061,0.008090368,0.0008392642,0.0000242818,0.001307353,0.1803034],"genre_scores_gemma":[0.994545,0.000008816541,0.004141043,0.00005186644,0.0001332015,0.00005380699,0.000002518155,0.00006721848,0.0009964693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.223822,"threshold_uncertainty_score":0.7290198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007098157188369184,"score_gpt":0.1682801583328917,"score_spread":0.1611820011445225,"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."}}