{"id":"W4380488658","doi":"10.25143/prom-rsu_2023-10_dt","title":"Near-infrared Spectroscopy-Based Clinical Algorithm Applicability During Spinal Neurosurgery and Postoperative Cognitive Decline. Doctoral Thesis","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anesthesia; Neurosurgery; Cerebral blood flow; 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":[0.0007765685,0.000171118,0.0003338458,0.0002090754,0.0001422808,0.0002985937,0.0001397061,0.0002124621,0.001156219],"category_scores_gemma":[0.002528137,0.00005802921,0.000290168,0.0001857039,0.0001407571,0.0001537968,0.0002185809,0.0002610594,0.0001799297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001728868,"about_ca_system_score_gemma":0.0002498788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003130477,"about_ca_topic_score_gemma":0.0003716364,"domain_scores_codex":[0.99975,0.00009334097,0.00003032685,0.00003792336,0.00005686697,0.00003162439],"domain_scores_gemma":[0.9992464,0.000261385,0.000242278,0.00002826341,0.0001142359,0.0001074655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01471983,0.002978656,0.7958899,0.0005641966,0.0003315742,0.0004076594,0.0008929636,0.0009145394,0.008404661,0.0001097952,0.001154341,0.1736317],"study_design_scores_gemma":[0.0002450144,0.01558978,0.9794062,0.00007558987,0.0001856085,0.0004979802,0.000361454,0.001188273,0.001400426,0.00008782504,0.0009476289,0.00001427622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982122,0.0008194976,0.0002377787,0.00006622566,0.0000290751,0.00006050987,0.00005369995,0.000003433022,0.0005175918],"genre_scores_gemma":[0.9985336,0.000492304,0.0004862043,0.00003044513,0.00002673763,0.00008563991,0.0000700641,0.000001435817,0.0002735385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001156219,"threshold_uncertainty_score":0.004106939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317820729830426,"score_gpt":0.3610097789902143,"score_spread":0.32783157169191,"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."}}