{"id":"W4386279592","doi":"10.1080/15265161.2023.2237459","title":"Ethics, First","year":2023,"lang":"en","type":"letter","venue":"The American Journal of Bioethics","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Bioethics; Biomedicine; Engineering ethics; Political science; Research ethics; Medical ethics; Sociology; Environmental ethics; Law; Philosophy; Engineering","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002999661,0.0001873891,0.0006186641,0.0002497066,0.0002419338,0.00003658305,0.0003922767,0.0005536458,0.00004296968],"category_scores_gemma":[0.002712104,0.0001150971,0.0002989919,0.0005594587,0.002006154,0.00003501537,0.00003898235,0.0134969,0.000251652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00016143,"about_ca_system_score_gemma":0.001801495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00214553,"about_ca_topic_score_gemma":0.0001131668,"domain_scores_codex":[0.9974063,0.0003930193,0.0008181625,0.0001478821,0.0009105749,0.00032406],"domain_scores_gemma":[0.9922919,0.004479001,0.001483662,0.0004632527,0.001171936,0.0001102145],"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":[0.0001122351,0.0000187218,0.0002370907,0.0002064614,0.0001382208,0.0002931748,0.005884964,0.000006342276,0.000005331116,0.00003750969,0.9755609,0.01749904],"study_design_scores_gemma":[0.00002685782,0.001850049,0.0002071093,0.001032402,0.0003383186,0.0008039354,0.006932918,0.000020517,0.000299199,0.003210345,0.9851035,0.0001748746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005382634,0.0003099904,0.0001596521,0.9915692,0.002293193,0.0001369041,0.000007554397,0.00002693403,0.000113887],"genre_scores_gemma":[0.01471012,0.005623947,0.0004264267,0.9594272,0.0184629,0.00000364098,0.00001819056,0.00007345234,0.001254091],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03214202,"threshold_uncertainty_score":0.988779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4239454936884215,"score_gpt":0.5024243849023393,"score_spread":0.07847889121391777,"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."}}