{"id":"W1988253597","doi":"10.1227/neu.0b013e318270d9a3","title":"Advancing Neurosurgery Through Translational Research","year":2012,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Translational research; Neurosurgery; MEDLINE; Medical physics; Surgery; Pathology","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":[0.05305774,0.001476945,0.001175108,0.005344893,0.002052201,0.01117373,0.002635266,0.008206234,0.02442041],"category_scores_gemma":[0.06046359,0.0005833288,0.001557026,0.003227879,0.01361541,0.01447384,0.01407737,0.0108333,0.01139574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004021496,"about_ca_system_score_gemma":0.02487207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001297023,"about_ca_topic_score_gemma":0.001658222,"domain_scores_codex":[0.9785442,0.01226261,0.00137878,0.00110613,0.005223151,0.001485106],"domain_scores_gemma":[0.9258005,0.04227378,0.004612196,0.008951984,0.007923217,0.0104382],"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":[0.0001419606,0.0004936752,0.001436173,0.002545432,0.00008094305,0.0006784864,0.002858871,0.0005341375,0.001468991,0.3199971,0.1277957,0.5419686],"study_design_scores_gemma":[0.0001339135,0.0004272735,0.001156871,0.003639148,0.00003344709,0.001300711,0.00204682,0.0005455252,0.0009207882,0.3223686,0.6673697,0.00005727869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005568722,0.1561315,0.09105586,0.5465782,0.0197351,0.0008766417,0.0003006664,0.001320271,0.1784331],"genre_scores_gemma":[0.126412,0.3865389,0.2614204,0.1455768,0.03620377,0.001629779,0.0008753144,0.0005828505,0.0407603],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05305774,"threshold_uncertainty_score":0.2805995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04628753685173027,"score_gpt":0.3119850814356351,"score_spread":0.2656975445839049,"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."}}