{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001321157,0.0001416204,0.0004083196,0.0001619918,0.00009328618,0.000005115094,0.00007317306,0.00006251616,0.0005332105],"category_scores_gemma":[0.0003521663,0.0001443792,0.0000253055,0.0004097517,0.00003261197,0.00004512217,0.0001846471,0.0005486602,0.000008604969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001385603,"about_ca_system_score_gemma":0.002556354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06141836,"about_ca_topic_score_gemma":0.5802013,"domain_scores_codex":[0.9979345,0.0003575636,0.0005855663,0.0003853355,0.000375622,0.0003613676],"domain_scores_gemma":[0.9993829,0.0002384641,0.0001180401,0.00009699399,0.00003169817,0.0001319243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005389297,0.0002239493,0.9893132,0.00002204523,0.000006027375,0.003577337,0.0003051404,0.000005672398,0.00009625967,0.00005080803,0.0006463144,0.005214334],"study_design_scores_gemma":[0.004107957,0.0001507684,0.9871015,0.00000502906,0.00002363027,0.0005485427,0.002677007,0.00002272302,0.000006946344,0.00005857115,0.00512121,0.0001761266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947059,0.002068346,0.000005035025,0.001279977,0.0004093617,0.0003262707,0.00002487821,0.00001019633,0.001170106],"genre_scores_gemma":[0.9961149,0.0004246136,0.0002840212,0.002913503,0.0001090631,0.00007897431,0.00001639715,0.00001061288,0.00004791648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.518783,"threshold_uncertainty_score":0.9448317,"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."}}