{"id":"W4210830619","doi":"10.1016/j.nec.2021.04.002","title":"Preface","year":2021,"lang":"en","type":"editorial","venue":"Neurosurgery Clinics of North America","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Medical physics","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":[0.005213857,0.003988162,0.003533768,0.008838812,0.003908737,0.00790737,0.002713648,0.01061007,0.07643372],"category_scores_gemma":[0.03200541,0.001236423,0.00259503,0.0030585,0.001463913,0.003803518,0.002941424,0.01274282,0.05656192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003785184,"about_ca_system_score_gemma":0.004022278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003680822,"about_ca_topic_score_gemma":0.01073836,"domain_scores_codex":[0.9960926,0.0008448766,0.0005051598,0.0004076737,0.001812636,0.000337088],"domain_scores_gemma":[0.9738685,0.006016755,0.00216085,0.0007907514,0.01275267,0.004410392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001109149,0.000003696563,0.000009726272,0.00008894591,0.00000371941,0.00003754448,0.000003448998,0.000007635498,0.00001125633,0.0000495178,0.9966745,0.003098851],"study_design_scores_gemma":[0.00004490566,0.00001431719,0.0001683689,0.0005945117,0.00002405542,0.00019463,0.00002932488,0.00004027499,0.000034052,0.0004957746,0.9983464,0.00001325539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002085167,0.006637294,0.00007294179,0.02403002,0.9640281,0.00004623908,0.00008026474,0.00005091895,0.005033367],"genre_scores_gemma":[0.0003204331,0.005742069,0.0001239341,0.03459487,0.9318496,0.0001011822,0.0001450257,0.00007451042,0.0270484],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07643372,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938372229662474,"score_gpt":0.2992192962879308,"score_spread":0.2798355739913061,"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."}}