{"id":"W2129429871","doi":"10.24908/pceea.v0i0.3797","title":"CANADIAN MANUFACTURERS AND EXPORTERS DISCOVERY PROGRAM","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Ingenuity; Resource (disambiguation); Marketing; Business; Manufacturing sector; Human resources; Engineering; Public relations; Engineering management; Management; Political science; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001973627,0.0005267376,0.0002883955,0.001865638,0.005837716,0.002659245,0.00122963,0.001193689,0.129763],"category_scores_gemma":[0.002080591,0.0004820955,0.0004787737,0.001245626,0.001464171,0.0005906786,0.001726572,0.001294168,0.01486905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02002146,"about_ca_system_score_gemma":0.08923269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7662334,"about_ca_topic_score_gemma":0.8958989,"domain_scores_codex":[0.9984564,0.00007625626,0.00001654149,0.0001624554,0.0008917149,0.0003966631],"domain_scores_gemma":[0.9956321,0.0002443679,0.0000687198,0.0002511744,0.002142439,0.001661206],"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":[0.0004546899,0.0005766162,0.008337967,0.0001797452,0.000009518447,0.0005703963,0.001210557,0.0003201225,0.00666876,0.02002398,0.8050044,0.1566432],"study_design_scores_gemma":[0.00004638754,0.000121614,0.01246294,0.00002580854,0.000005296313,0.0001128257,0.000722304,0.0002575731,0.001524395,0.0003113393,0.9843959,0.0000136025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05715564,0.001055173,0.00369933,0.018344,0.001245858,0.001712583,0.01428385,0.00191038,0.9005931],"genre_scores_gemma":[0.0798563,0.0008184891,0.005189287,0.002585722,0.0001070802,0.0003487324,0.005426992,0.0001786801,0.9054887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2337666,"threshold_uncertainty_score":0.4702866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007242950972137225,"score_gpt":0.1852487554508175,"score_spread":0.1780058044786803,"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."}}