{"id":"W2946686972","doi":"10.3390/medicina55050179","title":"Near Infrared Spectroscopy Based Clinical Algorithm Applicability During Spinal Neurosurgery and Postoperative Cognitive Disturbances","year":2019,"lang":"en","type":"article","venue":"Medicina","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anesthesia; Neurosurgery; Surgery","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":[0.001221558,0.0001971322,0.0003152063,0.000213465,0.0002335292,0.0002778272,0.0001554779,0.0002666329,0.0007000753],"category_scores_gemma":[0.004321821,0.00007966625,0.000215933,0.0001879549,0.0004564902,0.0001996587,0.000265556,0.0003957323,0.00007935621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002579798,"about_ca_system_score_gemma":0.0002761977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003115019,"about_ca_topic_score_gemma":0.0004128877,"domain_scores_codex":[0.9993744,0.0002520031,0.00008337496,0.00006713258,0.0001505928,0.00007246754],"domain_scores_gemma":[0.9975861,0.0009814063,0.0009114253,0.0001284681,0.0001920735,0.0002005027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01243848,0.001210779,0.9235152,0.0001320119,0.0001767443,0.0006205987,0.0004696795,0.001025555,0.01406426,0.00005575495,0.0001670513,0.04612395],"study_design_scores_gemma":[0.0002082396,0.01511038,0.9775579,0.00001700741,0.0001121841,0.001157088,0.0002719164,0.0017692,0.003475227,0.00008589006,0.0002194137,0.00001561776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996824,0.00008833496,0.0001068105,0.00001064996,0.000002584565,0.0000112079,0.000006262587,0.000001063177,0.00009060708],"genre_scores_gemma":[0.9997726,0.0000443725,0.0001168706,0.00001039299,0.000004725435,0.00001297453,0.00001283795,4.913495e-7,0.0000247751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001221558,"threshold_uncertainty_score":0.006460249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.013861272237711,"score_gpt":0.3420685536959928,"score_spread":0.3282072814582818,"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."}}