{"id":"W1542419020","doi":"10.1093/oso/9780199534852.001.0001","title":"Defending The Indefensible: The Global Asbestos Industry and its Fight for Survival","year":2008,"lang":"en","type":"book","venue":"","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asbestos; Government (linguistics); Political science; Mesothelioma; Argument (complex analysis); Legislation; Reputation; Business; Economic growth; Law; Medicine; Economics","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":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001991459,0.0002659042,0.0003667331,0.00005143694,0.0003776081,0.00001218945,0.0002066646,0.01373198,0.000118291],"category_scores_gemma":[0.0001172129,0.0001212047,0.0001285059,0.0001228006,0.0003195538,0.00002066259,0.0001217448,0.007016081,0.00002749252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007385038,"about_ca_system_score_gemma":0.0004267607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005386888,"about_ca_topic_score_gemma":0.00002022856,"domain_scores_codex":[0.9989668,0.0000250639,0.0002349939,0.0003015156,0.000187763,0.0002838614],"domain_scores_gemma":[0.9991382,0.0002347337,0.0001101083,0.0003699635,0.00007733424,0.00006966895],"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":[0.0001587962,0.00004148921,0.000906941,0.0001488292,0.0009724862,0.000122743,0.00009529648,0.000001285042,0.000009444049,0.4560277,0.5379038,0.003611242],"study_design_scores_gemma":[0.0008841053,0.0001753037,0.0006511111,0.00024205,0.0005152284,0.001516806,0.00009757344,0.00004885243,0.0001274659,0.002571165,0.9929523,0.0002180787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001371781,0.009802139,0.0001106761,0.05367316,0.001057911,0.001506268,0.00006744489,0.0002028581,0.9322078],"genre_scores_gemma":[0.01230124,0.003758376,0.00006097335,0.004919308,0.0006447898,0.00003639824,0.00006823235,0.00003876063,0.9781719],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4550485,"threshold_uncertainty_score":0.9952748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03353504997511933,"score_gpt":0.2775441851694401,"score_spread":0.2440091351943208,"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."}}