{"id":"W3136790653","doi":"10.14740/jocmr4444","title":"Pathologic Characteristics Associated With Local Recurrence of Atypical Meningiomas Following Surgical Resection","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Proportional hazards model; Meningioma; Hazard ratio; Surgery; Logistic regression; Medical record; Retrospective cohort study; Resection; Internal medicine; Confidence interval","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":[0.000562143,0.0001804097,0.0002309271,0.0009325498,0.0002913954,0.0004184501,0.0002698028,0.0002560106,0.001181127],"category_scores_gemma":[0.003644733,0.0001222086,0.0003048887,0.0005817148,0.0003317508,0.0002749436,0.0002775011,0.0002825788,0.0002255369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002920954,"about_ca_system_score_gemma":0.00028503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251632,"about_ca_topic_score_gemma":0.001934429,"domain_scores_codex":[0.9997166,0.00004770142,0.00005450126,0.00004119039,0.00008363879,0.00005635876],"domain_scores_gemma":[0.9956566,0.0008234551,0.002617853,0.0001522299,0.0003103699,0.0004394982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001196427,0.000005872093,0.9981574,0.000005596958,0.00001155031,0.0004981471,0.00002438501,0.00004156814,0.0004071965,0.000004160341,0.00001598705,0.0007084589],"study_design_scores_gemma":[0.000002459209,0.00009015548,0.9957116,0.000004241423,0.00002541541,0.00356366,0.0001130581,0.0001047842,0.0002788996,0.00001495204,0.00008780538,0.000003143133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994937,0.0002202108,0.00006295754,0.00001083616,0.000002128951,0.000002841858,0.00005628932,0.000003027543,0.0001479235],"genre_scores_gemma":[0.9997472,0.00006113546,0.00004892526,0.000003329675,0.000004700183,0.000002546769,0.00009065912,0.000001368807,0.00004018794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001251632,"threshold_uncertainty_score":0.003951252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2709835089729942,"score_gpt":0.5152041269898028,"score_spread":0.2442206180168086,"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."}}