{"id":"W1712129010","doi":"10.1002/cncy.21257","title":"Subclassification of lymphoproliferative disorders in serous effusions","year":2012,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research; Terry Fox Foundation","keywords":"Medicine; Serous fluid; Immunophenotyping; Lymphoproliferative disorders; Lymphoma; Pathology; Subtyping; Effusion; Gastroenterology; Internal medicine; Immunology; Surgery; Antigen","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003600942,0.0006254882,0.0005930914,0.003230188,0.0003291257,0.0009888668,0.0005674941,0.0003338766,0.0008201173],"category_scores_gemma":[0.008770825,0.0001440564,0.0003610514,0.0008196774,0.0004458251,0.000579378,0.0006442088,0.0004576737,0.0003025981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003279661,"about_ca_system_score_gemma":0.0003874822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004995633,"about_ca_topic_score_gemma":0.0007659942,"domain_scores_codex":[0.9986676,0.0004413519,0.0003124015,0.0002112051,0.0002633237,0.0001040704],"domain_scores_gemma":[0.9936007,0.002467479,0.002006364,0.000487267,0.0009436198,0.0004945648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002435015,0.00002789428,0.9847268,0.0000462392,0.0000284534,0.0004175591,0.00006731589,0.0002693024,0.003083806,0.00002637748,0.0001044688,0.01095825],"study_design_scores_gemma":[0.00006975961,0.0005675109,0.9569026,0.0001816578,0.0001862514,0.01822362,0.0004346423,0.01027148,0.01098713,0.0004168929,0.001736318,0.00002228977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947051,0.001628062,0.002479547,0.00005961639,0.00003117401,0.00008493391,0.0001246435,0.00004953646,0.0008372331],"genre_scores_gemma":[0.9957195,0.0002273801,0.003767203,0.00002190129,0.00002224402,0.00001259802,0.0001902747,0.000006337116,0.00003265365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003600942,"threshold_uncertainty_score":0.0190438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461073432640058,"score_gpt":0.313252236394051,"score_spread":0.2886415020676504,"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."}}