{"id":"W4362450186","doi":"10.3171/2023.1.focvid2311","title":"Introduction. Intraventricular endoscopic surgery","year":2023,"lang":"en","type":"article","venue":"Neurosurgical Focus Video","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydrocephalus; Medicine; Etiology; Pathophysiology; Pediatrics; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003247013,0.0003549701,0.0001541869,0.000526232,0.0004081215,0.0006473075,0.0003577837,0.0006101702,0.04348748],"category_scores_gemma":[0.000675425,0.00006376976,0.0002814928,0.0002582129,0.0003714331,0.0006597492,0.0006454059,0.0007810087,0.01694467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002730664,"about_ca_system_score_gemma":0.0008872573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006870375,"about_ca_topic_score_gemma":0.001466627,"domain_scores_codex":[0.9998307,0.00001943261,0.00002273589,0.00003931257,0.0000574723,0.00003032722],"domain_scores_gemma":[0.9997059,0.00004413666,0.00004334321,0.00003198098,0.00006388288,0.0001107393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002591604,0.0001804372,0.02103463,0.0005362214,0.00003418241,0.01341312,0.0002700499,0.0001478715,0.005695016,0.01086965,0.1254378,0.8221219],"study_design_scores_gemma":[0.00004799352,0.0003829398,0.03801737,0.0009260028,0.00004227831,0.1323539,0.0003501834,0.000339746,0.004289952,0.00493882,0.8182628,0.00004797307],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1085755,0.03379294,0.03502954,0.02246992,0.01943862,0.0005520551,0.006075158,0.002986158,0.7710801],"genre_scores_gemma":[0.4635237,0.04645726,0.06792879,0.02452732,0.01202631,0.0005944801,0.007921251,0.0008998573,0.3761209],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04348748,"threshold_uncertainty_score":0.1454802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02710998624066822,"score_gpt":0.2571175955290372,"score_spread":0.230007609288369,"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."}}