{"id":"W4200446389","doi":"10.51731/cjht.2021.229","title":"Self-Sampling Devices for HPV Testing","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sampling (signal processing); Cervical cancer screening; Medicine; Cancer screening; Cervical cancer; Test (biology); Cancer; Family medicine; Medical physics; Computer science; Internal medicine","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":[0.00543657,0.000416732,0.0004309244,0.002120052,0.0008995086,0.001426277,0.00151399,0.001158003,0.108642],"category_scores_gemma":[0.01225157,0.0003567777,0.0007698422,0.001564401,0.0006043015,0.001003638,0.001644159,0.0009433972,0.02859049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001738012,"about_ca_system_score_gemma":0.004149876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03134656,"about_ca_topic_score_gemma":0.04562388,"domain_scores_codex":[0.9942334,0.001480376,0.0004463989,0.0004762201,0.00298034,0.0003832706],"domain_scores_gemma":[0.9934007,0.002099745,0.000731653,0.0007444723,0.002683401,0.000340089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003766538,0.0002824698,0.01747067,0.001769137,0.00002879225,0.0002035664,0.0009656906,0.00006180487,0.00327932,0.004152871,0.2479045,0.7235045],"study_design_scores_gemma":[0.0001040946,0.0005871773,0.03255076,0.001498912,0.00006254587,0.001037193,0.001031996,0.0002576043,0.007804707,0.000923683,0.9540784,0.00006286539],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.055023,0.03313835,0.0362287,0.02687999,0.007574437,0.007326037,0.03916945,0.005151096,0.7895091],"genre_scores_gemma":[0.2247836,0.03075242,0.09967807,0.03004566,0.00112024,0.004711348,0.02537673,0.0008432084,0.5826887],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.108642,"threshold_uncertainty_score":0.3634436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1718845370362476,"score_gpt":0.4087846352444208,"score_spread":0.2369000982081732,"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."}}