{"id":"W2111056981","doi":"10.5858/arpa.2011-0188-oa","title":"The Practice of Pathology in Canada: Decreasing Pathologist Supply and Uncertain Outcomes","year":2011,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; University of Toronto; Dalhousie University; Mount Sinai Hospital","funders":"","keywords":"Medicine; Radiation oncologist; Population; Cancer; Health care; Family medicine; Pathology; Radiation therapy; Surgery; Internal medicine; Environmental health","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"],"consensus_categories":[],"category_scores_codex":[0.0026296,0.000247428,0.001084993,0.0001520604,0.00009042479,0.00000246161,0.0002329508,0.0001279377,0.0000457426],"category_scores_gemma":[0.0175979,0.0001558616,0.00005726914,0.0003226753,0.002255383,0.0001103942,0.000114028,0.0005920687,0.000001050929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005244745,"about_ca_system_score_gemma":0.00162667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1024647,"about_ca_topic_score_gemma":0.1925403,"domain_scores_codex":[0.9960107,0.001612889,0.001262425,0.0004183422,0.0002920383,0.0004036525],"domain_scores_gemma":[0.9877519,0.01021526,0.0008631887,0.0006712042,0.0002860017,0.0002124412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00268852,0.0003670015,0.9456761,0.0001541999,0.0001484083,0.006145711,0.004527668,8.875531e-7,0.01419755,0.01041988,0.0001326084,0.01554147],"study_design_scores_gemma":[0.00462524,0.001429426,0.9734712,0.0002332342,0.0003838091,0.000493764,0.01103236,0.00003410598,0.0007682171,0.001210765,0.006138187,0.0001797186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793136,0.005754504,0.00008530929,0.0115496,0.0002834214,0.0004334308,0.00007999632,0.0000152136,0.002484981],"genre_scores_gemma":[0.9896683,0.002078332,0.00418106,0.003932794,0.00005457973,0.0000220466,0.00001156982,0.00002145794,0.00002987195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09007556,"threshold_uncertainty_score":0.9906773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04214205394205145,"score_gpt":0.3410201898501328,"score_spread":0.2988781359080814,"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."}}