{"id":"W4316469670","doi":"10.3390/curroncol30010093","title":"Understanding the Challenges of HPV-Based Cervical Screening: Development and Validation of HPV Testing and Self-Sampling Attitudes and Beliefs Scales","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; BC Cancer Agency; Women's College Hospital; McGill University Health Centre; McGill University; Centre Hospitalier de l’Université de Montréal; University of Toronto; Jewish General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Sampling (signal processing); Cervical screening; Medical physics; Cervical cancer; Family medicine; Gynecology; Internal medicine; Computer science; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01484003,0.0003760269,0.0003973678,0.001465441,0.001260835,0.001150277,0.001092746,0.0004858125,0.001366018],"category_scores_gemma":[0.02067016,0.0003072957,0.0007289581,0.001293605,0.0009364117,0.0005744066,0.001193962,0.0009565686,0.0002308386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004808194,"about_ca_system_score_gemma":0.01352372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.128909,"about_ca_topic_score_gemma":0.2872628,"domain_scores_codex":[0.9936652,0.001233721,0.0006235481,0.0002931292,0.003782199,0.0004021777],"domain_scores_gemma":[0.9857918,0.004268854,0.001534995,0.0006416302,0.006982098,0.0007806569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002583405,0.001576379,0.833011,0.0003801189,0.000134273,0.0001774883,0.01397786,0.0009065412,0.002659115,0.001335124,0.00164095,0.1439428],"study_design_scores_gemma":[0.00004595306,0.000419945,0.9861072,0.00009758453,0.00006035239,0.00009089609,0.004805377,0.001782077,0.001089514,0.0004467247,0.005027585,0.00002667818],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797901,0.0002687241,0.004961214,0.0002899682,0.00002879003,0.00484433,0.0008139823,0.00004852782,0.008954497],"genre_scores_gemma":[0.9467905,0.0005836395,0.04022076,0.0002017284,0.00002051221,0.005381445,0.001960434,0.00002399113,0.004817056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.128909,"threshold_uncertainty_score":0.2563174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5417677634600502,"score_gpt":0.4705431506898401,"score_spread":0.07122461277021008,"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."}}