{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068252,0.0001386878,0.0001239387,0.000528621,0.0003305116,0.0002659905,0.0001944414,0.0001608163,0.00002768516],"category_scores_gemma":[0.0003939198,0.0001322204,0.00002603197,0.001176566,0.00003742185,0.0005126188,0.00005962023,0.0002309025,0.00001191996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001255639,"about_ca_system_score_gemma":0.001185672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477267,"about_ca_topic_score_gemma":0.002297081,"domain_scores_codex":[0.9989471,0.000001910067,0.0002861455,0.0002226667,0.0002661209,0.0002760823],"domain_scores_gemma":[0.9992856,0.0000190061,0.0001980662,0.0000411869,0.0004322593,0.00002386344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001808941,0.00003251939,0.05616159,0.001331546,0.0001976109,2.929391e-7,0.003136877,0.000005006436,0.0006518599,0.8765119,0.01861595,0.04335308],"study_design_scores_gemma":[0.0003522001,0.00000593809,0.2473767,0.0006434568,0.0001018111,0.000004112255,0.007746093,0.0009137072,0.003705981,0.02086104,0.7175442,0.0007447278],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937198,0.0001830986,0.000290211,0.05312972,0.002069268,0.0006626452,0.000009481359,0.0003535858,0.00610403],"genre_scores_gemma":[0.9969257,0.000006578504,0.001524423,0.0005998926,0.0002478363,0.0001050457,0.00003152063,0.00002662894,0.0005323822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8556508,"threshold_uncertainty_score":0.5391791,"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."}}