{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003546998,0.0005922139,0.00156024,0.000141496,0.0002250815,0.0000714987,0.0005973234,0.0007670733,0.00007527698],"category_scores_gemma":[0.0001411383,0.0005795367,0.0004038872,0.00008320971,0.0002862389,0.000006733796,0.0002279756,0.0003656142,0.00001525548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161471,"about_ca_system_score_gemma":0.001145072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008234794,"about_ca_topic_score_gemma":0.000592189,"domain_scores_codex":[0.9973771,0.0001258506,0.0007291659,0.001111184,0.0001495754,0.0005071408],"domain_scores_gemma":[0.9977832,0.00008042628,0.0006655005,0.001189699,0.00008756809,0.0001935347],"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":[0.0001097481,0.0001460506,0.0007927055,0.004655927,0.0003787435,0.0003368378,0.0002313552,0.00002904367,0.0006413367,0.0001326416,0.007773551,0.9847721],"study_design_scores_gemma":[0.0006346165,0.0001586134,0.0001488595,0.0007731452,0.001210163,0.0001572622,0.000007912127,0.000002649563,0.0002344044,0.00007350078,0.9959921,0.000606805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001309694,0.9944133,0.0001779988,0.00004223433,0.0008286714,0.0008376705,0.0008654614,0.00001908702,0.001505911],"genre_scores_gemma":[0.001572611,0.9932793,0.0002828847,0.0001065416,0.001708025,0.0003846286,0.001025744,0.0001028593,0.001537396],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9882185,"threshold_uncertainty_score":0.9996656,"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."}}