{"id":"W2084481737","doi":"10.1179/107735209799449770","title":"Chrysotile Biopersistence: The Misuse of Biased Studies","year":2009,"lang":"en","type":"article","venue":"International Journal of Occupational and Environmental Health","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chrysotile; Asbestos; Mesothelioma; Lung cancer; Environmental health; Medicine; Toxicology; Pathology; Biology; Materials science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001982917,0.00009942095,0.0002112537,0.00009210801,0.00007301389,0.000007682268,0.0001151559,0.00002368336,0.0001148678],"category_scores_gemma":[0.00003323944,0.00006215749,0.0001216501,0.00003729237,0.0002080472,0.0001248783,0.00002905296,0.00009582272,0.000005605121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001735592,"about_ca_system_score_gemma":0.00008487402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009000311,"about_ca_topic_score_gemma":8.735765e-7,"domain_scores_codex":[0.9986558,0.0000323724,0.0004647773,0.00009888331,0.0006514863,0.00009667917],"domain_scores_gemma":[0.999338,0.00008191287,0.0003417097,0.00007091667,0.00004658542,0.000120852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007047504,0.002887622,0.8711474,0.000125434,0.001078029,0.00009250616,0.001858327,0.0004767052,0.01003993,0.001259663,0.00640047,0.09758643],"study_design_scores_gemma":[0.001027843,0.000874659,0.9939317,0.0001319363,0.00004383705,0.0003109531,0.0008772722,0.00008630963,0.0005261809,0.0002870282,0.001845617,0.00005673179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874191,0.004271642,0.00003433853,0.007774891,0.0001881124,0.0001116456,0.0001089902,0.000003173839,0.00008812324],"genre_scores_gemma":[0.993642,0.002778627,0.0005553757,0.002652293,0.0001945201,0.000001303182,0.00006147216,0.000004425342,0.0001099513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1227843,"threshold_uncertainty_score":0.2534709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05588251180787206,"score_gpt":0.3819214125031358,"score_spread":0.3260389006952637,"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."}}