{"id":"W4244413306","doi":"10.5858/2007-131-107-pssfss","title":"Prospective Step Sections for Small Skin Biopsies","year":2007,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Medicine; Biopsy; Prospective cohort study; Context (archaeology); Two step; Turnaround time; Diagnostic accuracy; Radiology; Punch Biopsy; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0007811482,0.0002430306,0.0006562729,0.0006329785,0.0001564023,0.000003107799,0.0001604493,0.0001322642,0.00007992775],"category_scores_gemma":[0.002057909,0.000195649,0.0001161246,0.000564087,0.001945795,0.00003616509,0.00006236558,0.0003079358,0.000007787753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006783982,"about_ca_system_score_gemma":0.0003924147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004120881,"about_ca_topic_score_gemma":0.0003820486,"domain_scores_codex":[0.9980643,0.0001238578,0.0005392873,0.0004752295,0.0002640887,0.0005332042],"domain_scores_gemma":[0.9972615,0.001201466,0.0001661087,0.000441367,0.0006967573,0.0002327867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005407401,0.0009971071,0.291067,0.0006838748,0.000487986,0.001277413,0.01402604,0.000006916744,0.6604649,0.007621891,0.001790067,0.01616938],"study_design_scores_gemma":[0.02039421,0.01481528,0.6869503,0.0006945774,0.0006114629,0.003442078,0.02215253,0.0004177653,0.2232476,0.00534428,0.02121654,0.0007134388],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962097,0.001635335,0.02218018,0.001939218,0.0002727949,0.001801088,0.0001268987,0.0000955309,0.009851969],"genre_scores_gemma":[0.9847783,0.0001724529,0.01219264,0.0008830611,0.0004721987,0.0001364178,0.00008310836,0.00005648389,0.001225355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4372173,"threshold_uncertainty_score":0.7978336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0201208024743506,"score_gpt":0.3258108035448812,"score_spread":0.3056900010705306,"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."}}