{"id":"W2509152721","doi":"10.1097/ana.0000000000000350","title":"What Next After GAS and PANDA?","year":2016,"lang":"en","type":"article","venue":"Journal of Neurosurgical Anesthesiology","topic":"Anesthesia and Neurotoxicity Research","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Observational study; Anesthesiology; Perioperative; Clinical trial; Intensive care medicine; Neuropsychology; Anesthetic; MEDLINE; Psychiatry; Anesthesia; Cognition; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003683345,0.0001839194,0.0004259668,0.0001710043,0.00008523269,0.000149544,0.0003422691,0.0001310228,0.000264698],"category_scores_gemma":[0.0008184952,0.00009514493,0.0001584203,0.0001600148,0.0006164358,0.001041873,0.00008822467,0.0003145811,0.000084393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001287912,"about_ca_system_score_gemma":0.00004502767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.744571e-7,"about_ca_topic_score_gemma":2.24229e-7,"domain_scores_codex":[0.9976085,0.0007566176,0.0004852129,0.0003438804,0.0003758309,0.0004299239],"domain_scores_gemma":[0.997173,0.002021599,0.0002212271,0.0001966793,0.00007061519,0.0003169321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002370819,0.000208385,0.01706464,0.00001707226,0.000004568794,0.01675584,0.00007753927,6.638529e-7,0.9027649,0.0008216224,0.0001997588,0.05971415],"study_design_scores_gemma":[0.004303875,0.009120164,0.2118677,0.0003266966,0.00004181568,0.1170917,0.00007856491,0.00003977333,0.3441522,0.007207166,0.3050796,0.0006907776],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889458,0.0002842052,0.00001104834,0.01036819,0.0002182638,0.0001109331,5.33917e-7,0.00001699913,0.00004404148],"genre_scores_gemma":[0.9878844,0.00781129,0.00001725038,0.003672023,0.0001823425,0.000006701573,2.634827e-8,0.00002060114,0.0004053903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5586128,"threshold_uncertainty_score":0.3879898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04942307710913902,"score_gpt":0.2887937702787587,"score_spread":0.2393706931696197,"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."}}