{"id":"W2167798816","doi":"10.3109/08958378.2011.638948","title":"Letter re Marsh et al","year":2012,"lang":"en","type":"letter","venue":"Inhalation Toxicology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Marsh; Environmental science; Biology; Ecology; Wetland","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000329638,0.000223812,0.000452539,0.0002579773,0.0000503236,0.00002295635,0.0001273309,0.001069296,0.04707707],"category_scores_gemma":[0.0001205493,0.0001985007,0.0001548799,0.0001500478,0.0001233511,0.00007745196,0.00009833788,0.002836394,0.001297847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002367601,"about_ca_system_score_gemma":0.0001878533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002250903,"about_ca_topic_score_gemma":0.00002595918,"domain_scores_codex":[0.9980088,0.0002203096,0.0003207889,0.0003767211,0.0005072288,0.0005661379],"domain_scores_gemma":[0.9989309,0.0002605911,0.0001007337,0.0004081065,0.0001767564,0.0001229093],"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":[0.00007714234,0.00004412488,0.001054139,0.0001167751,0.0000567112,0.0002632041,0.00005346596,3.887493e-7,0.0001618445,0.0000443261,0.9906714,0.007456497],"study_design_scores_gemma":[0.0007536986,0.000205706,0.01683122,0.00001385257,0.00006118841,0.000105256,0.00000223994,0.00001505493,0.0001416415,0.0001120513,0.9815866,0.0001715072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003100628,0.0002616861,0.00009639206,0.8922395,0.0007919741,0.0004226372,0.00002351349,0.00007019789,0.1057841],"genre_scores_gemma":[0.01127957,0.00005129564,0.000139877,0.9647872,0.007098765,0.00008927422,0.0009298374,0.00006107944,0.01556313],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09022097,"threshold_uncertainty_score":0.9994798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06670617385078755,"score_gpt":0.3769534556812956,"score_spread":0.3102472818305081,"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."}}