{"id":"W7162024884","doi":"10.82308/10188","title":"Epidemiology of Human Papilloma virus related head and neck cancers","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Head and neck; Human papilloma virus; Cancer; Head and neck cancer; Epidermoid carcinoma","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":[0.003710892,0.0003948004,0.0008521553,0.004047009,0.0004337956,0.001622721,0.000712648,0.0006199689,0.004216061],"category_scores_gemma":[0.009961537,0.0003135848,0.002297491,0.006237093,0.0004614638,0.0007443793,0.0008610208,0.0007497732,0.0003818252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001876253,"about_ca_system_score_gemma":0.002990494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04871243,"about_ca_topic_score_gemma":0.03776189,"domain_scores_codex":[0.9967471,0.001312707,0.0003941308,0.0006998118,0.0006494061,0.0001968696],"domain_scores_gemma":[0.9934224,0.00268494,0.002009507,0.0005557323,0.001169302,0.0001579553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003351051,0.00002448857,0.9106118,0.008330859,0.005788189,0.0001112455,0.0003704119,0.001211812,0.0005859147,0.001345955,0.003452796,0.06783138],"study_design_scores_gemma":[0.00004000628,0.0002425681,0.9485535,0.005185266,0.005066167,0.0009995401,0.0007321793,0.001644983,0.0009922043,0.002066926,0.03442199,0.00005466531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3728315,0.5305361,0.01362699,0.004409361,0.0007271161,0.0005574972,0.06378213,0.000289226,0.01324006],"genre_scores_gemma":[0.8656944,0.1153335,0.005214679,0.0006942552,0.0002542137,0.0004231228,0.01052031,0.00004844254,0.001816982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04871243,"threshold_uncertainty_score":0.09685779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06634658531835891,"score_gpt":0.4075267941573717,"score_spread":0.3411802088390128,"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."}}