{"id":"W2807638255","doi":"10.1177/2277977918774647","title":"A Case in Medical Equipment Design for Strategic Sustainability","year":2018,"lang":"en","type":"article","venue":"South Asian Journal of Business and Management Cases","topic":"Technology Assessment and Management","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Winnipeg","funders":"","keywords":"Sustainability; Product (mathematics); Business; Outcome (game theory); Risk analysis (engineering); Medical equipment; Process management; Environmentally friendly; Computer science; Operations management; Manufacturing engineering; Engineering; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0006237614,0.000146129,0.0002251492,0.0003620695,0.00006494973,0.0000465499,0.0001361387,0.00006891038,0.00003990635],"category_scores_gemma":[0.00004623203,0.0001259693,0.00003969928,0.0002813534,0.0001120817,0.0001410823,0.00006989412,0.00009861474,7.696069e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008082411,"about_ca_system_score_gemma":0.00003831144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003247005,"about_ca_topic_score_gemma":0.00003186404,"domain_scores_codex":[0.9990296,0.00002477498,0.0003734035,0.0001327418,0.0001717266,0.0002676969],"domain_scores_gemma":[0.9995263,0.0000291816,0.00008510671,0.0001294122,0.0001452552,0.00008473059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001492496,0.001170052,0.005014455,0.01010363,0.001823665,0.2082743,0.005466998,0.01209194,0.00003204075,0.1465955,0.009627826,0.5983071],"study_design_scores_gemma":[0.06011965,0.01136248,0.05842211,0.004898997,0.003638759,0.05477767,0.3606143,0.1174428,0.0006695255,0.2549943,0.06658006,0.006479355],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.512303,0.0004353463,0.4821292,0.001746491,0.000743349,0.001051982,0.000005383663,0.0001081198,0.001477136],"genre_scores_gemma":[0.9956832,0.00010126,0.003998689,0.00003698947,0.00009730076,0.00003525576,9.772565e-7,0.00001492796,0.0000314106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5918277,"threshold_uncertainty_score":0.5136877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934749714147775,"score_gpt":0.2682426532210292,"score_spread":0.2388951560795514,"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."}}