{"id":"W4396808765","doi":"10.4103/singaporemedj.smj-2022-083","title":"Occupational malignant mesothelioma in Singapore","year":2024,"lang":"en","type":"article","venue":"Singapore Medical Journal","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asbestos; Asbestosis; Mesothelioma; Environmental health; Chrysotile; Medicine; Population; Forensic engineering; Business; Engineering; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002606607,0.0002529732,0.0001888327,0.0009638949,0.0005355428,0.0006419157,0.0002919537,0.0004151228,0.01015845],"category_scores_gemma":[0.0004747196,0.0001133432,0.0002920612,0.001530272,0.0002871143,0.0005338977,0.0008980326,0.0005484087,0.001768533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005384522,"about_ca_system_score_gemma":0.001017458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0151077,"about_ca_topic_score_gemma":0.0119299,"domain_scores_codex":[0.999668,0.00005445175,0.00006197544,0.0000610862,0.0001021277,0.0000524113],"domain_scores_gemma":[0.9995441,0.00002928082,0.0001859709,0.00002752688,0.00009056845,0.0001224613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007932517,0.00009337746,0.9020711,0.0009489431,0.00007425698,0.01761977,0.001295897,0.0002196382,0.001370571,0.0007432638,0.01759769,0.05788613],"study_design_scores_gemma":[0.000009970406,0.0001467985,0.9116859,0.0007316032,0.00005085205,0.02809386,0.002651181,0.0003321495,0.0002916963,0.0005796832,0.05539642,0.00002981989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8715511,0.03048912,0.00103418,0.01007668,0.0007939517,0.0003171773,0.01522331,0.0002914666,0.07022294],"genre_scores_gemma":[0.9780684,0.009436116,0.0003068901,0.001010019,0.0002580415,0.00006104587,0.003703983,0.00001753422,0.007138098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0151077,"threshold_uncertainty_score":0.03398341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583914001654767,"score_gpt":0.311802375088047,"score_spread":0.2959632350714993,"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."}}