{"id":"W2010351977","doi":"10.1093/phe/php027","title":"'Cholera and Nothing More'","year":2009,"lang":"en","type":"article","venue":"Public Health Ethics","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Bioethics; Public relations; Health care; Context (archaeology); Political science; Sociology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005077279,0.0002015854,0.0004427118,0.0001651361,0.003519945,0.00003284907,0.0001773743,0.0004959031,0.00009503412],"category_scores_gemma":[0.002700002,0.0001785895,0.00003687201,0.0003511,0.0001211262,0.000225549,0.00009964276,0.003676022,0.000136537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002434005,"about_ca_system_score_gemma":0.003383822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007829625,"about_ca_topic_score_gemma":0.000002732289,"domain_scores_codex":[0.9964754,0.0002611108,0.0008555967,0.0003866293,0.000485127,0.001536167],"domain_scores_gemma":[0.9961984,0.001681089,0.0002884569,0.0003641897,0.000371927,0.001095911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000691526,0.00003040458,0.0002251969,0.0004237675,0.00000574065,0.000001615647,0.9710593,1.488729e-7,0.000002457124,0.005226032,0.000558767,0.0224597],"study_design_scores_gemma":[0.0005040551,0.0001193088,0.03444697,0.0001383011,0.000002054482,0.000002242625,0.00440993,0.00008622027,2.858067e-7,0.00001393989,0.9601363,0.0001403868],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002497462,0.001703481,0.0008883294,0.9888192,0.0005922872,0.0007517987,0.00001303291,0.0002868236,0.004447573],"genre_scores_gemma":[0.008602818,0.0009791667,0.0009538239,0.9878519,0.0005427019,0.00007980354,0.00001241574,0.00002098961,0.0009563583],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9666494,"threshold_uncertainty_score":0.9986225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4860454299284652,"score_gpt":0.583718140736914,"score_spread":0.0976727108084488,"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."}}