{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007691748,0.001431349,0.001244584,0.002986943,0.0180379,0.005269519,0.003582807,0.02401749,0.05521701],"category_scores_gemma":[0.009160156,0.001116828,0.002075315,0.004287579,0.002017755,0.001768159,0.003360347,0.01076679,0.009002531],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02298887,"about_ca_system_score_gemma":0.1249391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8659697,"about_ca_topic_score_gemma":0.9671023,"domain_scores_codex":[0.9934229,0.0002436274,0.0001847342,0.0005529554,0.003159204,0.002436568],"domain_scores_gemma":[0.9699168,0.002401362,0.0006631136,0.0004934929,0.01626532,0.0102599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006705498,0.00003893092,0.001552886,0.0001030129,0.000009245916,0.00006409692,0.000244775,0.00004863242,0.0002460651,0.001460549,0.9932509,0.002913806],"study_design_scores_gemma":[0.0001717403,0.0000465843,0.03946005,0.0006278379,0.00006679394,0.00004151481,0.002886899,0.0001139997,0.0003890971,0.001027357,0.9550772,0.00009100563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01717907,0.01044314,0.0009307446,0.6388876,0.06707589,0.003269573,0.02542096,0.0002475643,0.2365454],"genre_scores_gemma":[0.06041449,0.007090939,0.001462229,0.2649693,0.01263676,0.002506021,0.007317889,0.0001847123,0.6434175],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9770111,"threshold_uncertainty_score":0.2696393,"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."}}