{"id":"W4377966778","doi":"10.21203/rs.3.rs-2897256/v1","title":"Touch imprint cytology is useful for the intraoperative pathological diagnosis of PitNETs","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pathological; Cytology; Medicine; Pathology","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":[0.0006382324,0.0007393257,0.0006147909,0.001927158,0.0006096494,0.001367954,0.000439001,0.001403009,0.00801927],"category_scores_gemma":[0.003714738,0.0004148528,0.000377581,0.0007100861,0.0008690374,0.001833449,0.0006266629,0.0008701066,0.004518409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002588241,"about_ca_system_score_gemma":0.0003171748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007949641,"about_ca_topic_score_gemma":0.0009847113,"domain_scores_codex":[0.9996119,0.00007571357,0.00003886681,0.00006846292,0.0001492301,0.00005584057],"domain_scores_gemma":[0.9982612,0.0009995799,0.0001067498,0.0003091329,0.0001896971,0.0001337038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003712172,0.0001046614,0.08086642,0.001044599,0.00009269881,0.04292313,0.0006719173,0.0009505411,0.3431685,0.001507371,0.005934274,0.5190237],"study_design_scores_gemma":[0.0001558933,0.001192861,0.1606164,0.0009024631,0.0007854131,0.3411161,0.001720363,0.01305931,0.3956955,0.01304704,0.0714847,0.0002239065],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.665186,0.08476543,0.1501974,0.004870207,0.00204616,0.0003905816,0.002372331,0.005234843,0.08493695],"genre_scores_gemma":[0.9257167,0.01979386,0.04420222,0.0007710865,0.0009394819,0.00005859154,0.000580344,0.0007427032,0.007195049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00801927,"threshold_uncertainty_score":0.0268271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2468369160165553,"score_gpt":0.4785546383228794,"score_spread":0.2317177223063241,"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."}}