{"id":"W4405765019","doi":"10.24908/pceea.2024.18508","title":"Developing a Biomedical Stakeholder Café: Process, Development, Implementation and Lessons Learned","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Process (computing); Process management; Stakeholder; Engineering ethics; Process development; Business; Engineering management; Engineering; Political science; Computer science; Public relations","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"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":[0.04498481,0.001229743,0.0004699483,0.001614164,0.004495886,0.006788865,0.00387955,0.002814708,0.005952454],"category_scores_gemma":[0.03128089,0.001115908,0.0008074978,0.0006915205,0.002797907,0.007416769,0.006742476,0.00312704,0.002436656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004881114,"about_ca_system_score_gemma":0.01442003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004141319,"about_ca_topic_score_gemma":0.008238306,"domain_scores_codex":[0.9829482,0.01118198,0.0005910103,0.001097987,0.002919392,0.001261433],"domain_scores_gemma":[0.9785159,0.006069372,0.001017885,0.003153377,0.005570137,0.005673367],"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":[0.000510203,0.01106887,0.02442691,0.002419699,0.0000694392,0.003432003,0.1328097,0.006548647,0.03202463,0.03296477,0.02812415,0.725601],"study_design_scores_gemma":[0.000583991,0.01009908,0.0275475,0.004713713,0.0001506094,0.004318823,0.2141099,0.03296423,0.06880243,0.01886639,0.6170473,0.0007959649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4243205,0.0008571678,0.4873906,0.02333166,0.0006767453,0.01366179,0.0003953754,0.00350257,0.04586364],"genre_scores_gemma":[0.3139617,0.0007474475,0.6621445,0.001070874,0.00006681853,0.003984582,0.000362796,0.0006220932,0.01703919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04498481,"threshold_uncertainty_score":0.2379052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04191666731715805,"score_gpt":0.2847733995312562,"score_spread":0.2428567322140982,"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."}}