{"id":"W4387546853","doi":"10.2139/ssrn.4596544","title":"Vaccination Strategy for Attenuating the Burden of Cervical Cancer in China: A Projection Study","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Cervical cancer; Vaccination; Medicine; Projection (relational algebra); China; Cancer; Oncology; Computer science; Virology; Internal medicine; Political science; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001231632,0.0007944991,0.0005697656,0.001075483,0.0008225537,0.0007378419,0.0007453113,0.000770033,0.00208661],"category_scores_gemma":[0.001781396,0.0004409846,0.00117073,0.002069533,0.000385457,0.0008904346,0.001165404,0.0007127289,0.0001360192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002681884,"about_ca_system_score_gemma":0.007721266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1415544,"about_ca_topic_score_gemma":0.09622342,"domain_scores_codex":[0.9993128,0.000179291,0.00004719239,0.0001029744,0.00007786358,0.000279931],"domain_scores_gemma":[0.9994435,0.00005857878,0.0001071223,0.00004012036,0.0001271991,0.0002234267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007584039,0.001243593,0.9730808,0.0002539639,0.0006631307,0.0004708215,0.001546962,0.001926988,0.0004450813,0.0006545379,0.001278129,0.01767778],"study_design_scores_gemma":[0.0001294039,0.001317508,0.9903797,0.00007910435,0.0006474952,0.000104218,0.002045881,0.003693641,0.0001477041,0.0002788065,0.001142878,0.00003372046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982937,0.0003126999,0.0001249037,0.0002699614,0.000008021647,0.00007778084,0.0003983714,0.000005844729,0.0005087547],"genre_scores_gemma":[0.9988061,0.0002795424,0.0001026027,0.00005843996,0.000006246253,0.00004966087,0.0004525636,0.000001137863,0.0002437475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1415544,"threshold_uncertainty_score":0.281461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07127987189062651,"score_gpt":0.4192692447865136,"score_spread":0.3479893728958871,"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."}}