{"id":"W2624808061","doi":"10.1002/cncy.21850","title":"Preanalytic specimen triage: Smears, cell blocks, cytospin preparations, transport media, and cytobanking","year":2017,"lang":"en","type":"review","venue":"Cancer Cytopathology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Context (archaeology); Medicine; Cytology; Triage; Pathology; Biology; Emergency medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008757384,0.001332209,0.001829081,0.005219336,0.0009862309,0.003102812,0.002071686,0.001469351,0.005234932],"category_scores_gemma":[0.009351547,0.0008626226,0.00105891,0.002444925,0.00175155,0.003090788,0.001776075,0.003327681,0.00661351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009008239,"about_ca_system_score_gemma":0.002965651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809643,"about_ca_topic_score_gemma":0.003043176,"domain_scores_codex":[0.9947378,0.001447286,0.0009996349,0.0005590412,0.002044117,0.0002120474],"domain_scores_gemma":[0.9934889,0.00266995,0.0006630219,0.0005963451,0.00234746,0.0002343368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004361226,0.0001328982,0.008525701,0.017082,0.0002096548,0.002348239,0.001681256,0.0006429709,0.06338656,0.00535582,0.06500528,0.8351935],"study_design_scores_gemma":[0.00004010198,0.0003154235,0.01971355,0.005492625,0.0002323484,0.007833502,0.001108303,0.0004547251,0.04267743,0.00446608,0.9175131,0.0001529151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02172006,0.7027946,0.2206426,0.01059716,0.01006474,0.003558513,0.003309281,0.003081531,0.02423156],"genre_scores_gemma":[0.03972677,0.6335492,0.2886919,0.007678441,0.006020535,0.003102711,0.007901628,0.001081133,0.01224771],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008757384,"threshold_uncertainty_score":0.046314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05480858662277399,"score_gpt":0.3502877293345076,"score_spread":0.2954791427117336,"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."}}