{"id":"W7162028245","doi":"10.82308/9080","title":"Social, genetic and behavioural risk factors of head and neck cancers - elucidating causal pathways","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Glutathione Transferases and Polymorphisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Head and neck; Risk factor; Medical screening","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":[0.0008637638,0.0003624382,0.0002754343,0.0008620581,0.0005309124,0.0008709739,0.0003774324,0.0005248882,0.004232914],"category_scores_gemma":[0.00189385,0.0001628423,0.0007980642,0.00111037,0.0005798416,0.0003931582,0.0006233485,0.0005418257,0.0002062104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007402164,"about_ca_system_score_gemma":0.001504751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02786421,"about_ca_topic_score_gemma":0.03555832,"domain_scores_codex":[0.9995565,0.0002030533,0.0000189374,0.00007102903,0.0000682092,0.00008235655],"domain_scores_gemma":[0.9990121,0.0004176668,0.0002461093,0.00007701765,0.0001248176,0.0001222673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00018315,0.00009179233,0.9760944,0.0001770096,0.000530358,0.000301473,0.0003601064,0.0001818376,0.001039961,0.0008492079,0.0003530198,0.01983765],"study_design_scores_gemma":[0.000007927901,0.0001011088,0.9954848,0.0001067279,0.0002434635,0.0002173275,0.0006260736,0.0004178729,0.0002061658,0.0009773178,0.001602777,0.00000838324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766322,0.01509567,0.0009371667,0.00227618,0.00006516539,0.00003891084,0.0009155563,0.00001339163,0.004025709],"genre_scores_gemma":[0.9923673,0.005001258,0.0007698179,0.0001935511,0.00005479797,0.00003096779,0.0002923641,0.000003988011,0.001285965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02786421,"threshold_uncertainty_score":0.05540407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327709602088051,"score_gpt":0.2830224761385063,"score_spread":0.2597453801176258,"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."}}