{"id":"W1969389654","doi":"10.1002/dc.2052","title":"Outcomes of cytopathology studies presented at national pathology meetings","year":2001,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cytopathology; Medicine; Clinical Oncology; Library science; Anatomical pathology; Pathology; Medical physics; Family medicine; Cytology; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.05890289,0.0005268393,0.005877268,0.0009014272,0.000226892,0.0000687358,0.001879688,0.0002876472,0.0048952],"category_scores_gemma":[0.4175891,0.0002955119,0.001523184,0.001328418,0.000776398,0.0001610157,0.0008863664,0.0002458376,0.003602013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069954,"about_ca_system_score_gemma":0.00008754977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000710349,"about_ca_topic_score_gemma":0.000111955,"domain_scores_codex":[0.9720125,0.01215992,0.009613239,0.001698009,0.003854572,0.0006617667],"domain_scores_gemma":[0.9224117,0.063606,0.006274574,0.003251604,0.004253407,0.0002027476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002395397,0.0001738575,0.9583291,0.00002954765,0.0001785333,0.0008457702,0.000975305,0.00009927311,0.001078218,0.005961169,0.03068045,0.001624812],"study_design_scores_gemma":[0.0007772694,0.0002257773,0.9204324,0.00003165439,0.0003266602,0.002314871,0.0009576978,0.0002151256,0.0002763106,0.02642966,0.04765388,0.0003587032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803208,0.003367085,0.001756032,0.004530906,0.001021755,0.0007259906,0.00008247083,0.0000229601,0.008172058],"genre_scores_gemma":[0.986059,0.0005647854,0.002146571,0.001417064,0.0001368374,0.0001999132,0.00003316856,0.00002689808,0.009415819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3586862,"threshold_uncertainty_score":0.9999497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6784949784304467,"score_gpt":0.5498364400099709,"score_spread":0.1286585384204758,"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."}}