{"id":"W2278440071","doi":"10.1017/mdh.2015.26","title":"‘The Days of Brilliancy are Past’: Skill, Styles and the Changing Rules of Surgical Performance, ca. 1820–1920","year":2015,"lang":"en","type":"article","venue":"Medical History","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"German; Commercialism; Technocracy; Distancing; Aesthetics; Variety (cybernetics); Sociology; Medicine; Law; Computer science; Politics; Art; Political science; Linguistics; Artificial intelligence; Philosophy","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001462339,0.0001079872,0.0002852012,0.00008292366,0.0003618948,0.000006865422,0.0002473122,0.00006967621,0.001466251],"category_scores_gemma":[0.0003504,0.00005850279,0.0000644766,0.00004572321,0.004962882,0.00008795518,0.00007353607,0.0002533483,0.00002484129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008291332,"about_ca_system_score_gemma":0.0001873554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000067385,"about_ca_topic_score_gemma":0.0001120495,"domain_scores_codex":[0.9984195,0.0001217812,0.0004359195,0.000126909,0.0006897694,0.0002060999],"domain_scores_gemma":[0.9988403,0.0003890802,0.0002128291,0.0002119028,0.0001869674,0.000158963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001369414,0.000101538,0.0003404075,0.000140456,0.00004162393,0.00001454484,0.04022639,4.654801e-7,6.610167e-7,0.6044503,0.3428977,0.01164899],"study_design_scores_gemma":[0.0009119624,0.00006037331,0.0001426597,0.0001312,0.00002015676,0.000009102123,0.003317517,0.0002431197,0.000002806148,0.0003926001,0.9946924,0.00007604178],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.573724,0.03898731,0.00006957434,0.006942969,0.004578076,0.0004371028,0.00005180294,0.0000835879,0.3751256],"genre_scores_gemma":[0.9691246,0.0008288535,0.00002062054,0.0005396733,0.001372932,0.00003144582,0.00002113462,0.00001682702,0.02804389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6517948,"threshold_uncertainty_score":0.9994466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241012679327193,"score_gpt":0.2150792734538608,"score_spread":0.1826691466605889,"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."}}