{"id":"W4385805837","doi":"10.31124/advance.23929176.v1","title":"The Demands of Expertise","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Health care; Focus (optics); Face (sociological concept); Pandemic; Epistemology; Coronavirus disease 2019 (COVID-19); Public relations; Sociology; Political science; Medicine; Philosophy; Social science; Law","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":[0.01242605,0.0005065476,0.0007475056,0.001698722,0.006691253,0.01129558,0.001661261,0.005587681,0.01299061],"category_scores_gemma":[0.02985146,0.0004674071,0.0005298028,0.001298046,0.03951293,0.01795033,0.01382898,0.00542177,0.002425626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004554533,"about_ca_system_score_gemma":0.004429122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002421068,"about_ca_topic_score_gemma":0.001362822,"domain_scores_codex":[0.9832447,0.009076552,0.0006011545,0.001989279,0.003043967,0.002044335],"domain_scores_gemma":[0.9605827,0.02465728,0.002043864,0.006220154,0.003158564,0.003337512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001029977,0.00000788714,0.000257957,0.00004768708,0.000005015863,0.0001288769,0.005896558,0.0001847427,0.0001050602,0.9857701,0.002684094,0.004901702],"study_design_scores_gemma":[0.00001163255,0.000008388565,0.0002308216,0.00009452115,0.000002886051,0.0002161957,0.003449761,0.0003588609,0.00007922341,0.9370791,0.05845942,0.000009229499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0402673,0.00433038,0.03946311,0.1183835,0.0006567736,0.00004115457,0.0001265036,0.00009430596,0.7966369],"genre_scores_gemma":[0.9720696,0.001572626,0.004694971,0.005394165,0.0008917612,0.00007524289,0.00008185246,0.00007854233,0.01514119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01299061,"threshold_uncertainty_score":0.06571603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2115115745458786,"score_gpt":0.3197156595812854,"score_spread":0.1082040850354068,"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."}}