{"id":"W4313893801","doi":"10.3390/curroncol30010063","title":"Intraoperative Flow Cytometry for the Evaluation of Meningioma Grade","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meningioma; Medicine; Flow cytometry; Malignant meningioma; Mitotic index; Pathology; Mitosis; Biology; Immunology","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":[0.001253155,0.0003460784,0.0003138169,0.001538198,0.0002504798,0.0004621622,0.0002505455,0.0003006708,0.001552177],"category_scores_gemma":[0.001852368,0.0001699565,0.0001686627,0.0004297749,0.0002597475,0.0003517644,0.0002945342,0.0005521004,0.000548913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096507,"about_ca_system_score_gemma":0.0002281179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000468837,"about_ca_topic_score_gemma":0.0007028178,"domain_scores_codex":[0.9993929,0.0002095046,0.00006386342,0.0001080837,0.0001622165,0.00006346289],"domain_scores_gemma":[0.9991249,0.0004339267,0.000151693,0.00006246427,0.0001579652,0.0000689908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002704004,0.0001754535,0.467805,0.000332789,0.00008319251,0.0006000639,0.0005573417,0.0004613882,0.3976665,0.0004389228,0.001225575,0.1279497],"study_design_scores_gemma":[0.0001081758,0.00214855,0.6232077,0.000254447,0.000338453,0.008645816,0.0007573438,0.0185511,0.3319109,0.001249893,0.01270064,0.0001268917],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.941197,0.00840882,0.04416301,0.0002409397,0.0001546535,0.0002106305,0.0006742696,0.0004433314,0.00450747],"genre_scores_gemma":[0.9682021,0.00191321,0.02817559,0.0001035591,0.00006792586,0.0001602772,0.0004516786,0.00003397409,0.0008915569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001552177,"threshold_uncertainty_score":0.00662744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4002919809990648,"score_gpt":0.5138653683502601,"score_spread":0.1135733873511953,"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."}}