{"id":"W3085041682","doi":"10.1142/12033","title":"Sustaining Tomorrow via Innovative Engineering","year":2020,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Engineering; Engineering ethics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002666707,0.000450506,0.0004137347,0.0007648552,0.0001152593,0.0002177756,0.0004159158,0.0002277078,0.0001538867],"category_scores_gemma":[0.00002384364,0.0004868936,0.0001039368,0.0006376702,0.00014616,0.00006862869,0.00009720643,0.0009534184,0.0002400299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004277785,"about_ca_system_score_gemma":0.000242598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.465462e-7,"about_ca_topic_score_gemma":0.00002220695,"domain_scores_codex":[0.9980276,0.000007522591,0.0004433687,0.0005153933,0.0004747447,0.0005314061],"domain_scores_gemma":[0.99904,0.00006349328,0.0000619395,0.0004199187,0.0001385176,0.0002761502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003721327,0.00001029189,0.000001823007,0.002018093,0.0001688522,0.00005300354,0.001745425,0.003526788,0.00464293,0.007604042,0.9622623,0.01796275],"study_design_scores_gemma":[0.0001000005,0.00001063963,0.000007654569,0.0003339882,0.00002391476,0.00000494033,0.00001202667,0.0275431,0.00102064,0.0005281433,0.9698747,0.0005402211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009965403,0.0005284492,0.01632915,0.0001594412,0.01107613,0.000404905,0.00004776549,0.002129598,0.9692249],"genre_scores_gemma":[0.01234407,7.031296e-7,0.001326703,0.0000678091,0.001036862,0.00004933581,0.0002943085,0.0001663434,0.9847139],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02401631,"threshold_uncertainty_score":0.9997582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009727304405193128,"score_gpt":0.1866883769670149,"score_spread":0.1769610725618218,"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."}}