{"id":"W4290081990","doi":"10.7759/cureus.27714","title":"Physician and Surgeon Communication Assessed via the Pathology Requisition in a Regional Laboratory Over Ten Years","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; McMaster University","funders":"","keywords":"Medicine; Requisition; Specialty; Surgical pathology; Clinical pathology; Cytopathology; Accreditation; Medical laboratory; Health care; General surgery; Emergency medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.001700468,0.00005345205,0.0001169796,0.00002879407,0.000399892,0.000004423121,0.0001450847,0.0000686191,0.0006757239],"category_scores_gemma":[0.0002892283,0.0000439067,0.00001521996,0.0001838097,0.00008681977,0.0001202734,0.000175268,0.0007213595,0.00002099007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047516,"about_ca_system_score_gemma":0.0001187558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000692165,"about_ca_topic_score_gemma":0.0003576874,"domain_scores_codex":[0.9971475,0.002170152,0.000206622,0.0001351417,0.0001750488,0.0001655301],"domain_scores_gemma":[0.9982413,0.001180761,0.0001338119,0.0003640988,0.00004361655,0.00003642492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007112682,0.002028689,0.5390663,0.0004021808,0.00009571704,0.0001588027,0.08818116,0.00003272402,0.009337922,0.07757244,0.2629277,0.01948509],"study_design_scores_gemma":[0.0004823321,0.00006487317,0.6006608,0.0000336144,0.00001347418,0.000001773108,0.01049799,0.0001659921,0.000002582507,0.005676708,0.3823202,0.00007971685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974452,0.0009852152,0.00001084664,0.02293547,0.0001768437,0.000316894,0.0000142605,0.00002579182,0.001082653],"genre_scores_gemma":[0.9911214,0.000210485,0.00005241308,0.008162219,0.00009800128,0.0002013348,0.00005380874,0.00000810811,0.00009225417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1193925,"threshold_uncertainty_score":0.7398704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0489899171975036,"score_gpt":0.4055588898063791,"score_spread":0.3565689726088755,"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."}}