{"id":"W2177220794","doi":"10.1136/jclinpath-2014-202849","title":"Lymphocytic panniculitis: an algorithmic approach to lymphocytes in subcutaneous tissue","year":2015,"lang":"en","type":"review","venue":"Journal of Clinical Pathology","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Calgary Laboratory Services; University of British Columbia; University of Calgary; Royal Columbian Hospital","funders":"","keywords":"Panniculitis; Medicine; Morphea; Necrobiosis lipoidica; Erythema nodosum; Dermatopathology; Pathology; Lymphoma; Dermatology; Biopsy; Disease","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":[0.0006778422,0.001065496,0.001198764,0.00613407,0.0004493885,0.001489254,0.001269091,0.001184967,0.002308312],"category_scores_gemma":[0.001625317,0.0003642156,0.0008840624,0.002948666,0.001096701,0.002397953,0.0010604,0.002249785,0.001768317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009686729,"about_ca_system_score_gemma":0.001702179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892414,"about_ca_topic_score_gemma":0.00335155,"domain_scores_codex":[0.9995371,0.00009488131,0.0001154735,0.00007212616,0.0001449051,0.00003560639],"domain_scores_gemma":[0.9993783,0.0002532414,0.00008591024,0.00002544357,0.0002183188,0.00003865375],"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":[0.00006108892,0.00005850716,0.001322763,0.01767907,0.0001439577,0.003637092,0.0003987983,0.0008560441,0.00210682,0.008013093,0.05304216,0.9126806],"study_design_scores_gemma":[0.00002329951,0.00009876105,0.002890606,0.01432776,0.0003198876,0.04840007,0.0005505133,0.0004833663,0.0008395458,0.009650418,0.9223471,0.00006858564],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005584361,0.9905941,0.002380195,0.001997269,0.0007927042,0.00004588357,0.00005513438,0.00005841512,0.003517805],"genre_scores_gemma":[0.004804738,0.985441,0.005201027,0.001558275,0.001072869,0.00003934404,0.0001342902,0.00001058296,0.001737908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00613407,"threshold_uncertainty_score":0.00772208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2668658537557084,"score_gpt":0.5487285867019832,"score_spread":0.2818627329462748,"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."}}