{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004182598,0.0004604132,0.0003691454,0.0008902568,0.006955174,0.006978472,0.00113807,0.001263263,0.01954572],"category_scores_gemma":[0.003137498,0.0002523005,0.000507662,0.0008548272,0.001250452,0.002487236,0.003199002,0.002576136,0.004424213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00590197,"about_ca_system_score_gemma":0.009120507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02969677,"about_ca_topic_score_gemma":0.1381365,"domain_scores_codex":[0.9976779,0.0002879666,0.00005141632,0.0001640791,0.001060596,0.0007580364],"domain_scores_gemma":[0.9937277,0.0003518641,0.0001127651,0.0001479947,0.001168521,0.00449115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001637546,0.02060924,0.06637008,0.0003055176,0.00005239951,0.002430936,0.06079137,0.001956718,0.009385495,0.03163909,0.2511333,0.5536883],"study_design_scores_gemma":[0.0001728746,0.005152263,0.0516764,0.0001789879,0.00003468452,0.0008843397,0.07151607,0.003356258,0.005942099,0.003571521,0.8573148,0.0001996291],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8461221,0.001201664,0.002180253,0.006103066,0.0002953692,0.0002406957,0.0003069389,0.0001513371,0.1433986],"genre_scores_gemma":[0.8272327,0.001503239,0.00428974,0.001294613,0.00008160938,0.00007970294,0.001054507,0.0001262361,0.1643376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02969677,"threshold_uncertainty_score":0.06538701,"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."}}