{"id":"W4411031730","doi":"10.1007/978-3-031-86286-1_2","title":"How to Read This Book: Key Features for Fostering Diversity and Well-Being in Perioperative and Critical Care Medicine","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Diversity (politics); Key (lock); Perioperative; Medicine; Psychology; Sociology; Computer science; Surgery; Anthropology; Computer security","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":[0.0005025762,0.0006456164,0.0005723084,0.0009402918,0.002601519,0.006849835,0.0007772234,0.002328953,0.08153526],"category_scores_gemma":[0.001388422,0.0003021752,0.0004795248,0.001179771,0.0009942581,0.004500349,0.002706712,0.004499417,0.03824064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001408144,"about_ca_system_score_gemma":0.00247617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002416436,"about_ca_topic_score_gemma":0.0134508,"domain_scores_codex":[0.9996209,0.00008230854,0.0000118413,0.00002912404,0.0002050699,0.00005069311],"domain_scores_gemma":[0.9995028,0.0001654703,0.00002008533,0.00002123282,0.000128007,0.0001624006],"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":[0.000003293354,0.00003413645,0.00004241059,0.0001319985,0.000001527567,0.00005047822,0.0006097054,0.00004277074,0.0001362222,0.01626978,0.9335472,0.04913051],"study_design_scores_gemma":[0.00000151478,0.000005880883,0.0001301047,0.0001845025,0.000001039877,0.00005508309,0.0004218287,0.00001728529,0.00002384746,0.003540832,0.9956148,0.000003359132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007136676,0.02643301,0.002462325,0.03379276,0.02720113,0.000119486,0.0001490861,0.0002104499,0.9089181],"genre_scores_gemma":[0.002117034,0.009191701,0.001771704,0.00923305,0.003146427,0.00006544653,0.00008590846,0.0001527898,0.974236],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08153526,"threshold_uncertainty_score":0.2727626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05453550020666596,"score_gpt":0.4089305268516087,"score_spread":0.3543950266449427,"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."}}