{"id":"W4400600106","doi":"10.1002/9781119438397.ch3","title":"Health Outcomes of Asbestos Exposure – A Pathology and Diagnostic Perspective","year":2024,"lang":"en","type":"other","venue":"","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Asbestos; Perspective (graphical); Pathology; Medicine; Environmental health; Computer science; Artificial intelligence; Materials science; Metallurgy","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":[0.0005610224,0.0003344922,0.0003758058,0.002135856,0.0003097621,0.001231449,0.000319442,0.0005640666,0.005192417],"category_scores_gemma":[0.0009197443,0.00007267712,0.0003574442,0.001557941,0.0005927975,0.0009042089,0.0007501899,0.0009134524,0.0006117699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000837155,"about_ca_system_score_gemma":0.0005114012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003650677,"about_ca_topic_score_gemma":0.005360135,"domain_scores_codex":[0.9996732,0.0001075071,0.00002145591,0.00004129913,0.0001109693,0.00004555712],"domain_scores_gemma":[0.999288,0.0002485284,0.0001534204,0.00002445714,0.0002061851,0.00007937153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003755143,0.000342421,0.2256267,0.005317572,0.0004518957,0.001175076,0.001280409,0.002036581,0.002413637,0.08543849,0.04604676,0.6294949],"study_design_scores_gemma":[0.00001624598,0.000860158,0.5936178,0.009737678,0.0003131575,0.004247396,0.004530138,0.0009461802,0.001078694,0.05106584,0.3335134,0.0000733099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.07616442,0.7435721,0.003441271,0.05710487,0.002208046,0.0000817321,0.004164122,0.0000686628,0.1131948],"genre_scores_gemma":[0.3867781,0.5921035,0.001710163,0.00295608,0.005033356,0.00004755488,0.001715151,0.000024049,0.009631974],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005192417,"threshold_uncertainty_score":0.0173704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00901052394050769,"score_gpt":0.2973749199695507,"score_spread":0.288364396029043,"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."}}