{"id":"W7161937102","doi":"10.82308/14526","title":"Human papillomavirus genotype groups and cofactors in the progression of cervical precancerous lesions","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cervical cancer; Cervical intraepithelial neoplasia; Genotype; Etiology; Disease; Human papillomavirus; Population; Carcinogenesis","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":[0.0008834368,0.000277016,0.0002707199,0.0007842514,0.0003872121,0.0006037034,0.0003315895,0.0004330542,0.001336351],"category_scores_gemma":[0.004425892,0.00021726,0.0005025773,0.0008525903,0.0003830876,0.0004044011,0.000306734,0.000603567,0.0001479387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004887513,"about_ca_system_score_gemma":0.001417835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03161934,"about_ca_topic_score_gemma":0.04001198,"domain_scores_codex":[0.999446,0.0002077176,0.00003134524,0.00007508253,0.0001023951,0.0001375119],"domain_scores_gemma":[0.9978249,0.0005103481,0.0007649592,0.000146263,0.0002319525,0.0005215777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002420955,0.00002594271,0.9949006,0.00001470557,0.00004294336,0.0001230203,0.00005358217,0.0001029075,0.0005267344,0.0001004086,0.00005766461,0.003809316],"study_design_scores_gemma":[0.000004132827,0.0000888998,0.9988605,0.000009430257,0.00003601072,0.0001856478,0.00007172858,0.0002447452,0.0001184628,0.0001337357,0.0002429701,0.000003703759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963087,0.00214819,0.0003069057,0.0001590336,0.00002043204,0.00001620692,0.0001726534,0.000009578231,0.00085824],"genre_scores_gemma":[0.9990521,0.0003251597,0.0002323969,0.00001236901,0.00001362431,0.000002863428,0.00007173564,0.000002620227,0.0002871939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03161934,"threshold_uncertainty_score":0.06287056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05049587337284379,"score_gpt":0.4061961648396889,"score_spread":0.3557002914668451,"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."}}