{"id":"W94208049","doi":"","title":"Panel 2: The Canadian Engineering Profession and Software Engineering","year":2002,"lang":"en","type":"article","venue":"Conference on Software Engineering Education and Training","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Software engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005017788,0.0001996586,0.0001514443,0.0001975427,0.0007209081,0.0003158868,0.0001892233,0.0001438401,0.0002124191],"category_scores_gemma":[0.003634797,0.0001889172,0.00002541626,0.0003011188,0.00006741266,0.0003390929,0.00002093264,0.0005076503,0.00002741141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001553464,"about_ca_system_score_gemma":0.0005367232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004180138,"about_ca_topic_score_gemma":0.001973145,"domain_scores_codex":[0.9987907,0.00005765351,0.0001836439,0.0002933324,0.0002452154,0.0004294227],"domain_scores_gemma":[0.9986419,0.0005857499,0.00007359344,0.0001863849,0.0001180535,0.0003942812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006537652,0.0001659373,0.04342435,0.0003930752,0.0001138866,0.000008920671,0.568523,0.004662409,0.0001139296,0.1528739,0.002834605,0.2268794],"study_design_scores_gemma":[0.0004851212,0.00008962164,0.2418693,0.001431498,0.00007825739,0.00004639744,0.02894308,0.02795582,0.00003091509,0.00006727544,0.6976162,0.001386539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644669,0.002382351,0.006485849,0.01679383,0.005697758,0.0009634288,0.0000179851,0.001437637,0.001754284],"genre_scores_gemma":[0.9889154,0.0001228118,0.008518179,0.0002385116,0.0003360218,0.00008475743,0.00000664857,0.00003474585,0.00174287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6947815,"threshold_uncertainty_score":0.7703819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08073484047364286,"score_gpt":0.3126555060538926,"score_spread":0.2319206655802497,"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."}}