{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001458308,0.0001129373,0.0002944447,0.0002835947,0.0002978629,0.000005291929,0.00005729128,0.0001877325,0.000324986],"category_scores_gemma":[0.0003558015,0.0001071344,0.00002564146,0.0001435218,0.0003897189,0.00007006068,0.0000765074,0.0005730149,0.00003881712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006449947,"about_ca_system_score_gemma":0.002028257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001321021,"about_ca_topic_score_gemma":0.00004541175,"domain_scores_codex":[0.9984379,0.0002886314,0.0002591969,0.0003631072,0.0001918024,0.0004593395],"domain_scores_gemma":[0.9988136,0.0002692629,0.00006050053,0.0002147042,0.0001068526,0.000535138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0055037,0.001322611,0.5880477,0.02502654,0.0001051363,0.0006235818,0.006949163,2.329126e-7,0.0003455061,0.02089817,0.2607096,0.0904681],"study_design_scores_gemma":[0.001243588,0.001456604,0.6289439,0.0003458245,0.00001141042,0.0003651775,0.0003864258,0.00008767402,0.000007627234,0.0004412432,0.3666007,0.0001098126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7921296,0.1062606,0.00002042708,0.03736963,0.0004497288,0.001043814,0.000006002482,0.00008371533,0.06263647],"genre_scores_gemma":[0.943396,0.002508327,0.0001671148,0.008702488,0.0001063674,0.00004933119,0.00002377319,0.00001292347,0.0450337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1512664,"threshold_uncertainty_score":0.4368813,"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."}}