{"id":"W4292998848","doi":"10.54097/hset.v8i.1221","title":"Research progress of HPV vaccine for preventing damage from HPV infection","year":2022,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Human papillomavirus; HPV infection; Cervical cancer; HPV vaccines; Virology; Immunology; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001190936,0.00006517439,0.0001822182,0.001321571,0.0002048776,0.00001318752,0.0001915647,0.00005775264,0.0001553218],"category_scores_gemma":[0.000316456,0.00005753924,0.00001843558,0.002543671,0.0002498922,0.00006533197,0.0003394352,0.0004053238,0.000001374132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294632,"about_ca_system_score_gemma":0.000112067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001070415,"about_ca_topic_score_gemma":0.00002191337,"domain_scores_codex":[0.9987347,0.00001549745,0.0001786127,0.0003081536,0.0004011329,0.0003618664],"domain_scores_gemma":[0.999376,0.0001332898,0.00002608921,0.0002256492,0.0001826962,0.00005629798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006652306,0.001054284,0.1210344,0.001162634,0.00007798673,0.0001052457,0.001324941,0.001682171,0.1523773,0.2042861,0.0006707555,0.515559],"study_design_scores_gemma":[0.004340731,0.002693224,0.6599277,0.00007685307,0.00003024307,0.00004973365,0.0005741344,0.06056106,0.1976486,0.005704362,0.06805277,0.0003406139],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959453,0.0006675139,0.0001908136,0.002018757,0.0001415989,0.0004420319,0.000009017977,0.00008339195,0.0005015136],"genre_scores_gemma":[0.9981404,0.00008340604,0.001434085,0.000003710585,0.00004767476,0.0002200197,0.000003970787,0.000008853512,0.00005789117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5388933,"threshold_uncertainty_score":0.2346382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734843944114147,"score_gpt":0.3542300551588701,"score_spread":0.3268816157177287,"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."}}