{"id":"W2284251940","doi":"10.4172/plastic-surgery.1000935","title":"Corporate governance and business ethics","year":2015,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Ethics in Business and Education","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Queen's University","funders":"","keywords":"Business ethics; Corporate governance; Business; Accounting; Engineering ethics; Political science; Public relations; Engineering; Finance","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006715843,0.0001004196,0.00022225,0.0001022928,0.0001189576,0.0002548691,0.0001782202,0.0001363556,0.00007388766],"category_scores_gemma":[0.3361278,0.0000757918,0.00002489265,0.0009668065,0.0002063889,0.0003245196,0.00008294293,0.0002668865,0.000259603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002844649,"about_ca_system_score_gemma":0.001013498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008900874,"about_ca_topic_score_gemma":0.00006535682,"domain_scores_codex":[0.9977948,0.000160053,0.0003827979,0.0003107628,0.001175359,0.00017624],"domain_scores_gemma":[0.8622906,0.1342617,0.000558836,0.0004359385,0.002227966,0.0002249576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001027365,0.0001075538,0.7697928,0.00006042517,0.00001328777,0.00003677092,0.00206333,0.0008775427,0.00004186452,0.03803137,0.1656568,0.02321553],"study_design_scores_gemma":[0.0001277876,0.000006593004,0.8300142,0.0001077288,0.00000964158,0.00002985578,0.0004982616,0.00117642,0.00003158207,0.1207734,0.04699001,0.0002345356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611669,0.0007471637,0.008921063,0.005812467,0.02187758,0.00003777886,0.00001248605,0.00004268578,0.001381826],"genre_scores_gemma":[0.998576,0.000221512,0.0003350578,0.00019796,0.0002823699,0.000005345954,0.000004152255,0.000009076639,0.0003684745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.329412,"threshold_uncertainty_score":0.6694643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5449110109878326,"score_gpt":0.4027292680602588,"score_spread":0.1421817429275737,"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."}}