{"id":"W1894934990","doi":"10.24908/pceea.v0i0.4692","title":"PRODUCT LIFECYCLE EXPERIENCE FOR PRE-UNIVERSITY STUDENTS THROUGH A HOVERCRAFT COMPETITION","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Boeing (Canada); Red River College; Innovative Medicines Canada","funders":"University of Manitoba","keywords":"Competition (biology); Product (mathematics); Plan (archaeology); Work (physics); Test (biology); Process (computing); Engineering; New product development; Business; Engineering management; Marketing; Management; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002271122,0.0001086056,0.000153804,0.0002607318,0.0004045867,0.0002539405,0.001144817,0.0000838493,0.00003655843],"category_scores_gemma":[0.008054107,0.00009436333,0.00009725686,0.001080416,0.00004799404,0.001617029,0.00007612198,0.0001784902,0.00001864535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001215946,"about_ca_system_score_gemma":0.000501291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003366701,"about_ca_topic_score_gemma":0.001168341,"domain_scores_codex":[0.9976662,0.00001772769,0.0002797197,0.0002729697,0.001313199,0.0004501822],"domain_scores_gemma":[0.9979124,0.0002178867,0.0003487244,0.0001545562,0.001084138,0.0002822649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007095967,0.0001005246,0.9240092,0.00004250597,0.00002205104,1.468368e-8,0.009806978,0.0001238363,0.002485284,0.01511772,0.04753247,0.0007523111],"study_design_scores_gemma":[0.0001654963,0.00001228865,0.7811065,0.00004414474,0.00001284571,0.000001128093,0.002547843,0.0004902518,0.002649693,0.0007533765,0.2120591,0.0001574245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911659,0.00007032626,0.0001493159,0.003801873,0.001459108,0.000613576,0.00002704689,0.00003182884,0.002681034],"genre_scores_gemma":[0.9909707,0.00001257701,0.001016617,0.0001554769,0.0002987659,0.00002727063,0.000002527597,0.00001035585,0.007505733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1645266,"threshold_uncertainty_score":0.96421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03995490304014297,"score_gpt":0.3554853059786524,"score_spread":0.3155304029385094,"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."}}