{"id":"W2905627104","doi":"10.5114/pjp.2018.79553","title":"The health outcome and the costs of primary HPV testing with dual-stain cytology triage in cervical cancer screening","year":2018,"lang":"en","type":"article","venue":"Polish Journal of Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Medicine; Cervical cancer; Cytology; Stain; Gynecology; Cancer; Obstetrics; Pathology; Internal medicine; Medical emergency; Staining","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":[0.003688005,0.0002810498,0.0006505424,0.001872123,0.0003564678,0.001484073,0.0006878315,0.001031878,0.007018176],"category_scores_gemma":[0.03531987,0.0002865602,0.001552943,0.002422344,0.0002956849,0.0008780161,0.001302106,0.001766548,0.0008061735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004134113,"about_ca_system_score_gemma":0.002308924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03304821,"about_ca_topic_score_gemma":0.02113444,"domain_scores_codex":[0.9947924,0.002632736,0.0005053061,0.0003085703,0.001292296,0.0004687274],"domain_scores_gemma":[0.9863355,0.00594633,0.003909766,0.0004694223,0.002078489,0.001260433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00488783,0.000894893,0.5751895,0.003992655,0.002329567,0.0005423867,0.0006026999,0.005029507,0.0003264091,0.0088607,0.08889522,0.3084486],"study_design_scores_gemma":[0.000314879,0.0009265944,0.9628128,0.003804522,0.001835192,0.0007683239,0.0006314981,0.004676959,0.000315995,0.005237418,0.01855897,0.000116735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6410277,0.1614658,0.002630632,0.08809923,0.002467701,0.0005047591,0.05693261,0.0001070936,0.04676444],"genre_scores_gemma":[0.9504238,0.03010153,0.001397717,0.002079026,0.0007646842,0.0002739441,0.01193508,0.00003406928,0.002990077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03304821,"threshold_uncertainty_score":0.06571168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07997991420053689,"score_gpt":0.4017364120028669,"score_spread":0.32175649780233,"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."}}