{"id":"W4386022093","doi":"10.5858/arpa.2023-0010-cp","title":"The Implementation of Nongynecologic Reporting Systems in Cytopathology Laboratories Is Highly Variable: Analysis of Data From a 2020 Supplemental Survey of Participants in the College of American Pathologists Interlaboratory Comparison Program in Nongynecologic Cytology","year":2023,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cytopathology; Medicine; Context (archaeology); Medical physics; Pathology; Cytology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01538807,0.0003233483,0.003418241,0.000853679,0.00005038125,0.000003981605,0.000906712,0.0002180833,0.0000534458],"category_scores_gemma":[0.01747557,0.0002153039,0.00009375842,0.008174422,0.003244413,0.0001400812,0.0003863118,0.00061988,6.165059e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005203222,"about_ca_system_score_gemma":0.000973726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006929933,"about_ca_topic_score_gemma":0.05605231,"domain_scores_codex":[0.9847618,0.006945835,0.006381126,0.0007748498,0.0005201577,0.0006162123],"domain_scores_gemma":[0.9726731,0.01746486,0.007539791,0.001523245,0.0007096065,0.00008941963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001309293,0.001068613,0.9614012,0.0002373373,0.0004674805,0.000572005,0.00530308,0.00006492689,0.02782241,0.0004901571,0.0002092269,0.001054323],"study_design_scores_gemma":[0.003303518,0.003314601,0.9429196,0.0001593818,0.0008480045,0.000003789958,0.04631625,0.002015318,0.0007592758,0.00007363445,0.0001524429,0.0001342187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841595,0.001198444,0.00003164923,0.001154618,0.0002336968,0.001408182,0.01177468,0.00001839846,0.00002088121],"genre_scores_gemma":[0.9966772,0.000539693,0.000765333,0.0002127808,0.00002953235,0.0001691512,0.00158593,0.00001881134,0.000001520599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04912238,"threshold_uncertainty_score":0.999683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1362176636321303,"score_gpt":0.4731151224647099,"score_spread":0.3368974588325797,"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."}}