{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004707802,0.0002512839,0.0002800568,0.00003516714,0.000266865,0.00003925938,0.0001031493,0.0003458102,0.00002531769],"category_scores_gemma":[0.00001853196,0.0002300838,0.00008861774,0.00001537219,0.00008742427,0.000003502287,0.00001923294,0.0001422823,3.072233e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000921649,"about_ca_system_score_gemma":0.0001271653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00800385,"about_ca_topic_score_gemma":0.006223302,"domain_scores_codex":[0.9990893,0.00003070838,0.0002360946,0.0003425688,0.0001064188,0.0001948846],"domain_scores_gemma":[0.9994542,0.000007686472,0.0002204764,0.0001848331,0.00005439258,0.00007842095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003807851,0.00008199408,0.3439905,0.0004656054,0.0004493254,0.00001377004,0.003608093,0.00001202946,0.618724,0.0001357006,0.0007083093,0.03142992],"study_design_scores_gemma":[0.0009331638,0.0006018666,0.8204358,0.0000802707,0.0003320118,0.000008069406,0.00111709,0.00002021147,0.1753984,0.00005515258,0.0004528648,0.0005651462],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964992,0.002149121,0.00001763831,0.000008070053,0.0001525409,0.000159934,0.0002827737,0.000006587779,0.0007241641],"genre_scores_gemma":[0.9955508,0.001830635,0.0001373605,0.00001049171,0.00008482845,0.00001021753,0.001301684,0.00003450375,0.001039517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4764453,"threshold_uncertainty_score":0.9986019,"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."}}