{"id":"W7153578726","doi":"10.1353/hah.2025.a987646","title":"Air Vice Marshall Sir Philip Livingston: Ophthalmologist and Aviation Researcher","year":2025,"lang":"en","type":"article","venue":"Health and History","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aviation; Aviation medicine; World War II; SAFER; Military aviation; First world war","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002589406,0.0005235536,0.0004917476,0.001452019,0.003510533,0.003679433,0.00083577,0.002528185,0.04748657],"category_scores_gemma":[0.01173237,0.0003269556,0.0002914545,0.0009125672,0.001608565,0.001872974,0.0020634,0.005116411,0.01514205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0037141,"about_ca_system_score_gemma":0.009970458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02917475,"about_ca_topic_score_gemma":0.04469896,"domain_scores_codex":[0.9984168,0.0004050588,0.0000949974,0.0002484484,0.0005155266,0.0003192932],"domain_scores_gemma":[0.9862785,0.0009355585,0.0004764227,0.0002619075,0.004564275,0.007483333],"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":[0.00001920337,0.00001605056,0.001533708,0.00009027531,0.000004894938,0.0005212521,0.0008741855,0.00001194684,0.0001249789,0.0009974691,0.975719,0.02008687],"study_design_scores_gemma":[0.00001138721,0.00004061294,0.003537418,0.0004120311,0.000007154778,0.002986798,0.00484045,0.0000275984,0.00008167372,0.0004209029,0.9876153,0.00001861344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007951908,0.07017688,0.0008162461,0.7682495,0.1038238,0.0001138277,0.0004509124,0.0001583348,0.0482586],"genre_scores_gemma":[0.06869356,0.07395624,0.001781791,0.2419625,0.05178189,0.0002107906,0.0003557277,0.0002119159,0.5610455],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04748657,"threshold_uncertainty_score":0.1588584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1655556608694378,"score_gpt":0.4792158580473451,"score_spread":0.3136601971779073,"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."}}