{"id":"W4405699137","doi":"10.1039/d4ay01921k","title":"Advances in human papillomavirus detection for cervical cancer screening and diagnosis: challenges of conventional methods and opportunities for emergent tools","year":2024,"lang":"en","type":"review","venue":"Analytical Methods","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Engineering and Physical Sciences Research Council; National Research Foundation; Cancer Research UK","keywords":"Human papillomavirus; Cervical cancer; Cervical cancer screening; Cancer detection; Cancer; Medicine; Computational biology; Medical physics; Risk analysis (engineering); Computer science; Biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001603551,0.0008488302,0.001458838,0.002170124,0.0004001046,0.001667913,0.00117259,0.001446165,0.003123663],"category_scores_gemma":[0.002599872,0.0003950587,0.0009019532,0.002026538,0.0007858116,0.00321046,0.0008833223,0.00227469,0.001867247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008478492,"about_ca_system_score_gemma":0.00248451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602238,"about_ca_topic_score_gemma":0.001840113,"domain_scores_codex":[0.9989998,0.0001893719,0.0001461333,0.0001567752,0.0004197222,0.00008832121],"domain_scores_gemma":[0.9981372,0.001056844,0.0001533011,0.00005358133,0.0005362722,0.00006282372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007635081,0.00009063503,0.0005337728,0.07925553,0.0001687828,0.0004302665,0.0003582667,0.0006550036,0.008552029,0.0139202,0.04570388,0.8502553],"study_design_scores_gemma":[0.000005639655,0.0001211133,0.0007855068,0.004851958,0.0001179214,0.0008445623,0.0001517736,0.0001369939,0.001470668,0.002472267,0.9890041,0.0000374739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002297411,0.9966342,0.0004992474,0.0009188154,0.0004813773,0.000008238918,0.00003763695,0.00001556579,0.001175192],"genre_scores_gemma":[0.001124028,0.9971946,0.0005193831,0.0004780676,0.0002644411,0.000009756028,0.00004620275,0.000003069783,0.000360399],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003123663,"threshold_uncertainty_score":0.01044971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5487664732815747,"score_gpt":0.6152151672908389,"score_spread":0.06644869400926423,"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."}}