{"id":"W4318025048","doi":"10.1002/ijc.34444","title":"A risk prediction model for head and neck cancers incorporating lifestyle factors, <scp>HPV</scp> serology and genetic markers","year":2023,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; Public Health Ontario; University of Toronto; Lunenfeld-Tanenbaum Research Institute","funders":"National Institute of Dental and Craniofacial Research; Programme Grants for Applied Research; Medical Research Council; National Cancer Institute; Canadian Cancer Society Research Institute; National Institutes of Health; Cancer Research UK; National Institute for Health and Care Research; Princess Margaret Hospital Foundation; Universität Bremen; University of Pittsburgh; World Health Organization","keywords":"Medicine; Serostatus; Serology; Internal medicine; Oncology; Head and neck cancer; Cancer; Risk factor; Cohort; Framingham Risk Score; Confidence interval; Immunology; Antibody; Disease; Human immunodeficiency virus (HIV); Viral load","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004249826,0.001074974,0.001125382,0.00120408,0.0004587817,0.001233127,0.001193937,0.0009669799,0.002373151],"category_scores_gemma":[0.00506038,0.0005142606,0.001571348,0.000659406,0.0002719751,0.0005640623,0.000684532,0.001253299,0.0007026785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350249,"about_ca_system_score_gemma":0.001845391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02952227,"about_ca_topic_score_gemma":0.01751158,"domain_scores_codex":[0.9992111,0.0003569801,0.00006066696,0.0002017068,0.0000701685,0.00009943457],"domain_scores_gemma":[0.9974036,0.001773202,0.0002105679,0.00007564623,0.0004310042,0.0001060358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001419518,0.0008390684,0.2242572,0.0001251214,0.0009524609,0.0005471382,0.0002749336,0.6854417,0.001415101,0.001802465,0.004952178,0.07797311],"study_design_scores_gemma":[0.00005458817,0.0001461004,0.01181012,0.00001791931,0.0001001046,0.00008629409,0.00002690073,0.9862204,0.0001394302,0.001038867,0.0003424039,0.00001690222],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8396066,0.0008602745,0.1484383,0.00206465,0.0002221379,0.0003803915,0.00492432,0.001142965,0.00236037],"genre_scores_gemma":[0.9600959,0.0002326905,0.03236281,0.0001464655,0.00007394922,0.0004828935,0.003762017,0.00003747217,0.002805854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02952227,"threshold_uncertainty_score":0.05870086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02615158527923306,"score_gpt":0.3276918607737306,"score_spread":0.3015402754944975,"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."}}