{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01256238,0.0007823681,0.000996461,0.0005992808,0.0101405,0.01157971,0.001645275,0.03131012,0.02272451],"category_scores_gemma":[0.05056617,0.0005711102,0.001113804,0.0004319721,0.00969917,0.01169531,0.005834814,0.05181122,0.009942542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009141933,"about_ca_system_score_gemma":0.02495803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009294584,"about_ca_topic_score_gemma":0.01640389,"domain_scores_codex":[0.9835823,0.006921836,0.0007642031,0.00157805,0.004413193,0.002740462],"domain_scores_gemma":[0.9801569,0.006562635,0.0009115074,0.001705762,0.006255669,0.004407565],"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":[0.00001490641,0.00002935435,0.0004156748,0.00004316493,0.000008982082,0.0003383038,0.00117632,0.00003944191,0.0001345626,0.1225431,0.8655918,0.009664342],"study_design_scores_gemma":[0.0000124337,0.00001177625,0.0001858473,0.000225592,0.00000354155,0.0005417492,0.0007787623,0.00009790764,0.00007837923,0.04310838,0.9549426,0.00001300418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0004617453,0.00214244,0.0007537545,0.9513183,0.007305869,0.00002196564,0.00003756407,0.00002711549,0.0379313],"genre_scores_gemma":[0.01454097,0.001149627,0.0006808439,0.9026568,0.006234062,0.00006188321,0.00003668467,0.0000475487,0.07459156],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03131012,"threshold_uncertainty_score":0.07602108,"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."}}