{"id":"W4386471007","doi":"10.1177/10935266231196015","title":"Time Required for Gross Examination of Routine Second and Third Trimester Singleton Placentas by Pathologists’ Assistants","year":2023,"lang":"en","type":"article","venue":"Pediatric and Developmental Pathology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Confidence interval; Staffing; Workload; Obstetrics; Singleton; Gross examination; Multivariate analysis; Pregnancy; Pathology; Internal medicine; Computer science; Biology","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":[0.001348003,0.0001410109,0.0004153472,0.0001064692,0.00008616341,0.00001463097,0.00003839965,0.0001851563,0.00004838197],"category_scores_gemma":[0.0008315552,0.0001223147,0.00003822486,0.0002165293,0.000137098,0.0001101083,0.00007286591,0.0001079632,0.0000203939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002920928,"about_ca_system_score_gemma":0.00008821133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001821844,"about_ca_topic_score_gemma":0.000002275615,"domain_scores_codex":[0.9986548,0.0001374573,0.000508388,0.0003412468,0.0001274208,0.0002306871],"domain_scores_gemma":[0.9985598,0.0009309659,0.00023349,0.00008825996,0.00008059794,0.0001068292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005947161,0.001413265,0.7146155,0.002365015,0.0002421921,0.0005835613,0.00698911,4.288574e-7,0.1518353,0.0003680497,0.04964801,0.06599246],"study_design_scores_gemma":[0.009207778,0.001195152,0.979767,0.00002280217,0.0002555094,0.000188715,0.0009994643,0.0001594965,0.00113847,0.0001539217,0.006594565,0.0003170826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975479,0.0005590979,0.00008380059,0.0004858914,0.0001152044,0.0004132068,0.0002162748,0.00004978615,0.0005287921],"genre_scores_gemma":[0.9951114,0.0003472524,0.001209783,0.0005774684,0.0001010376,0.0000282012,0.0002769631,0.00001571151,0.002332201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2651516,"threshold_uncertainty_score":0.498785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04095018856383439,"score_gpt":0.3195831198070481,"score_spread":0.2786329312432138,"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."}}