{"id":"W4210819123","doi":"10.3390/curroncol29020065","title":"Comprehensive Laboratory Diagnostic Workup for Patients with Suspected Intraocular Lymphoma including Flow Cytometry, Molecular Genetics and Cytopathology","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cytopathology; Medicine; Lymphoma; Molecular diagnostics; Hematopathology; Pathology; Fine-needle aspiration; Cytology; Biopsy; Cytogenetics; Bioinformatics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001209594,0.000671794,0.0006036815,0.002843935,0.000547044,0.0005475758,0.000388821,0.0004850058,0.001654723],"category_scores_gemma":[0.002452896,0.0001724538,0.0003417486,0.0005637957,0.0004761488,0.0006025938,0.0003959108,0.0006766968,0.00051297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005479826,"about_ca_system_score_gemma":0.0008538804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00143378,"about_ca_topic_score_gemma":0.001384847,"domain_scores_codex":[0.9994948,0.0001391507,0.00008596787,0.00006096465,0.0001385318,0.00008046513],"domain_scores_gemma":[0.9985474,0.0005064304,0.0002554229,0.00007161753,0.000340083,0.0002790354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006918875,0.0002068166,0.896193,0.0002087402,0.0000630874,0.008216864,0.0003694841,0.0005894252,0.0239435,0.0001922171,0.002640424,0.0666846],"study_design_scores_gemma":[0.00009915059,0.001727525,0.8964503,0.0004700558,0.0002010169,0.06010269,0.001004689,0.005808867,0.02432769,0.0007280603,0.009012458,0.00006758841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668527,0.0131793,0.009107546,0.001801621,0.0001091054,0.0002713017,0.0005405145,0.0003753162,0.007762513],"genre_scores_gemma":[0.9908453,0.001345223,0.006567813,0.0004297632,0.0001171639,0.00005351604,0.0003207761,0.00001792266,0.0003025582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002843935,"threshold_uncertainty_score":0.006397009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03777116986452365,"score_gpt":0.3368509609912443,"score_spread":0.2990797911267206,"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."}}