{"id":"W4235412521","doi":"10.5858/2006-130-144b-r","title":"In Reply","year":2006,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Cytology; Biopsy; Gold standard (test); Cervical intraepithelial neoplasia; Bethesda system; Cytopathology; Pathology; Squamous intraepithelial lesion; Sampling (signal processing); Radiology; Sampling error; Gynecology; Cervical cancer; Cancer; 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":[0.004670364,0.00109561,0.001305407,0.0010821,0.003031917,0.004939345,0.002884849,0.02659849,0.04449725],"category_scores_gemma":[0.04025968,0.0007833514,0.001314768,0.0007186093,0.002556168,0.005324619,0.00327794,0.03263281,0.03659977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002784912,"about_ca_system_score_gemma":0.005027476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00378526,"about_ca_topic_score_gemma":0.003863601,"domain_scores_codex":[0.9962178,0.0007918334,0.000450924,0.0007419524,0.001230508,0.0005670258],"domain_scores_gemma":[0.98633,0.004675688,0.0008075406,0.0005901336,0.005767612,0.001829028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001614405,0.000005776801,0.0001351557,0.00002605762,0.000003122076,0.00007867699,0.00002933646,0.00000613126,0.00002592197,0.0004117488,0.9964789,0.002783048],"study_design_scores_gemma":[0.00002409132,0.0000168241,0.0004021262,0.000115243,0.000009334225,0.0003282163,0.0002226326,0.00004412114,0.000104741,0.001035145,0.9976726,0.00002493099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000210752,0.001849754,0.0001571926,0.8581797,0.1352908,0.00003166906,0.0002864174,0.0001452199,0.00384837],"genre_scores_gemma":[0.001163679,0.0009630971,0.0001914094,0.9512721,0.0319348,0.00006809756,0.0001133518,0.0000556302,0.01423793],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04449725,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01448118215952548,"score_gpt":0.3228407859359485,"score_spread":0.308359603776423,"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."}}