{"id":"W4295080347","doi":"10.1177/10935266221118150","title":"Workload Measurement in Subspecialty Placental Pathology in Canada","year":2022,"lang":"en","type":"article","venue":"Pediatric and Developmental Pathology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of Manitoba; Health Sciences Centre; SickKids Foundation; Hospital for Sick Children; Université de Montréal; University of Saskatchewan; Saskatchewan Health Authority; Alberta Children's Hospital; Izaak Walton Killam Health Centre; Royal Inland Hospital; Centre Hospitalier Universitaire Sainte-Justine; Dalhousie University; University of Toronto; University of Ottawa; Royal Alexandra Hospital; University of Calgary; Mount Sinai Hospital; University of Alberta; Children's Hospital of Eastern Ontario","funders":"","keywords":"Workload; Subspecialty; Medicine; Staffing; Pathology; Computer science; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01064081,0.0004537632,0.0002762693,0.003635035,0.004214477,0.001923227,0.002365611,0.0004406802,0.001676285],"category_scores_gemma":[0.02550295,0.0003835458,0.000380747,0.006006752,0.001649173,0.0006526716,0.003272437,0.0007692509,0.0001566343],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1113474,"about_ca_system_score_gemma":0.1666638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9727026,"about_ca_topic_score_gemma":0.9712359,"domain_scores_codex":[0.9900227,0.0019417,0.000723494,0.0008470854,0.00494877,0.001516209],"domain_scores_gemma":[0.9694573,0.002801489,0.003578866,0.0006375599,0.01858621,0.004938602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002433079,0.0001305877,0.7965032,0.0006636794,0.00006413781,0.0003925703,0.01226822,0.003105262,0.001758519,0.003011571,0.01636386,0.1654952],"study_design_scores_gemma":[0.00001139748,0.0001035669,0.972105,0.0002714593,0.00001372429,0.0001227131,0.007491215,0.002943702,0.0008972238,0.0004135842,0.01557946,0.00004707184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374313,0.004187082,0.01176007,0.01273063,0.000225561,0.001545627,0.00424217,0.0003356523,0.02754197],"genre_scores_gemma":[0.9855149,0.001640347,0.008288045,0.0006347406,0.00002963847,0.0003121019,0.001338964,0.00004300405,0.002198345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8886526,"threshold_uncertainty_score":0.8078855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03759916994804199,"score_gpt":0.2681130440312885,"score_spread":0.2305138740832466,"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."}}