{"id":"W4366351330","doi":"10.5858/arpa.2021-0542-oa","title":"Using Pathology Synoptic Reporting Data to Create Individual Dashboards for Pathologists and Surgeons","year":2023,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Jubilee Hospital; University of British Columbia; Provincial Health Services Authority","funders":"","keywords":"Surgical pathology; Medicine; Pathology; Anatomical pathology; Medical physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007164103,0.0003262515,0.001506687,0.0005205846,0.0001829503,0.00001150999,0.0003803348,0.0002360726,0.00003476105],"category_scores_gemma":[0.04137794,0.0002672812,0.00008779741,0.0007697351,0.001230889,0.0001512841,0.0006105858,0.0004555244,0.000008545681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001570824,"about_ca_system_score_gemma":0.0004549857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003373977,"about_ca_topic_score_gemma":0.00004697303,"domain_scores_codex":[0.9952339,0.0006685607,0.002062468,0.001059614,0.0003331,0.0006423861],"domain_scores_gemma":[0.9911454,0.005032905,0.001527448,0.001528051,0.0003153879,0.0004508587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002993834,0.0005180225,0.3102296,0.001330314,0.0006378694,0.0135235,0.006363998,0.00004800148,0.6326066,0.003201738,0.003911615,0.02463484],"study_design_scores_gemma":[0.0133272,0.006913524,0.9244108,0.001466206,0.003681035,0.002167852,0.005739006,0.004787404,0.001727913,0.002085493,0.03266506,0.001028549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865107,0.0007902764,0.001797636,0.007829804,0.00047744,0.0009758754,0.001245275,0.0001447776,0.0002282411],"genre_scores_gemma":[0.9767495,0.0003763974,0.01761527,0.003860929,0.0004347539,0.00006493113,0.0007141735,0.0000669232,0.0001170811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6308787,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3377643488250514,"score_gpt":0.4805333146420904,"score_spread":0.142768965817039,"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."}}