{"id":"W4290082324","doi":"10.1155/2022/2650795","title":"A Retrospective Cohort Study of Neuroendoscopic Surgery versus Traditional Craniotomy on Surgical Success Rate, Postoperative Complications, and Prognosis in Patients with Acute Intracerebral Hemorrhage","year":2022,"lang":"en","type":"article","venue":"Computational Intelligence and Neuroscience","topic":"Intracerebral and Subarachnoid Hemorrhage Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Science and Technology Foundation of Guangdong Province","keywords":"Medicine; Intracerebral hemorrhage; Craniotomy; Retrospective cohort study; Surgery; Subarachnoid hemorrhage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001209539,0.0003154366,0.0006219889,0.0009148699,0.0007098974,0.0005213475,0.0003266764,0.0004777022,0.001289608],"category_scores_gemma":[0.002229123,0.0003698409,0.0007483884,0.001047039,0.0004239046,0.000538627,0.0004058913,0.0004541784,0.0001883108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003029307,"about_ca_system_score_gemma":0.0003901508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001929866,"about_ca_topic_score_gemma":0.001952471,"domain_scores_codex":[0.9989867,0.0002314609,0.0001398265,0.0002993621,0.0001895353,0.0001531596],"domain_scores_gemma":[0.9983563,0.0003367692,0.000674232,0.0001898892,0.0001621265,0.0002807478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000423432,0.00005241973,0.9984091,0.00001097656,0.00008733944,0.0002252856,0.00007492807,0.00001123675,0.0001344438,0.00001030857,0.00002983788,0.0005307045],"study_design_scores_gemma":[0.00005864674,0.001044133,0.9968302,0.00000710328,0.0001097695,0.001213797,0.0003041658,0.0001294427,0.00007524338,0.00001630014,0.0002024224,0.000008856334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995481,0.0002226743,0.00004399788,0.000007865435,0.000006245757,0.00001297495,0.00006999283,8.335342e-7,0.00008724417],"genre_scores_gemma":[0.99961,0.00010414,0.00004463013,0.00001703075,0.00002051319,0.00001850338,0.0001304905,0.000001111929,0.00005362633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001929866,"threshold_uncertainty_score":0.00639677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04264524937595464,"score_gpt":0.3026246522228436,"score_spread":0.259979402846889,"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."}}