{"id":"W2117816526","doi":"10.1002/j.2168-9830.2001.tb00569.x","title":"Industrial Sponsored Design Projects Addressed by Student Design Teams*","year":2001,"lang":"en","type":"article","venue":"Journal of Engineering Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Engineering management; Quarter (Canadian coin); Project team; Process (computing); Work (physics); Product (mathematics); Industrial design; Project management; Computer science; Systems engineering","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":[0.02173535,0.0007782917,0.0005413059,0.001474001,0.003452198,0.003741478,0.001953343,0.001605312,0.01357747],"category_scores_gemma":[0.0320988,0.000794384,0.0005851391,0.0008519678,0.0008962239,0.001181668,0.006345596,0.001751323,0.003688724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002717086,"about_ca_system_score_gemma":0.006731532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009880629,"about_ca_topic_score_gemma":0.001980071,"domain_scores_codex":[0.969063,0.01994759,0.001540543,0.00203431,0.004506974,0.002907569],"domain_scores_gemma":[0.9430948,0.01381102,0.004143122,0.006395743,0.01903061,0.01352461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001949399,0.01177188,0.08690275,0.0005798226,0.00009341371,0.000834976,0.02504983,0.007164724,0.01703575,0.008028351,0.03657165,0.8040174],"study_design_scores_gemma":[0.004396746,0.04110492,0.1167126,0.001072485,0.0002010432,0.002211939,0.08002073,0.04986089,0.07642102,0.01662222,0.610895,0.000480509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8893636,0.0003278055,0.0753229,0.001434461,0.0004090424,0.003437924,0.0001818675,0.001246338,0.02827603],"genre_scores_gemma":[0.8849307,0.0001482766,0.08039079,0.0003748481,0.0001047108,0.002350106,0.0005714197,0.0002146479,0.03091455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02173535,"threshold_uncertainty_score":0.1149489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789108286951033,"score_gpt":0.2558575106755061,"score_spread":0.2279664278059957,"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."}}