{"id":"W4399186320","doi":"10.1111/pan.14942","title":"Innovative change not as yet fully integrated in pediatric anesthesia","year":2024,"lang":"en","type":"review","venue":"Pediatric Anesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"","keywords":"Anesthesia; 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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.001660446,0.001983227,0.007916905,0.003740814,0.0001085858,0.0001860026,0.0007146971,0.001810559,0.0002919298],"category_scores_gemma":[0.0005954542,0.001440428,0.002496519,0.01096734,0.000152627,0.0002573694,0.0001133136,0.002667147,0.004895811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006585039,"about_ca_system_score_gemma":0.002498218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002133995,"about_ca_topic_score_gemma":0.000006729499,"domain_scores_codex":[0.9920085,0.0007594834,0.002498388,0.001869058,0.001425651,0.001438923],"domain_scores_gemma":[0.9954424,0.001519898,0.0007962115,0.001192831,0.0004176766,0.0006309957],"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":[0.0005938216,0.001281036,0.04002309,0.09874769,0.0007793637,0.1494767,0.002059109,2.835515e-7,1.296684e-7,0.006966699,0.01518705,0.6848851],"study_design_scores_gemma":[0.0007928013,0.0003993351,0.005222964,0.002336273,0.008453324,0.01723599,0.00006556998,0.000004458134,1.572455e-7,0.0000265668,0.9640622,0.001400386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003231906,0.9882885,0.00000233983,0.002002702,0.0002994596,0.003598366,0.00001637229,0.0005461114,0.002014259],"genre_scores_gemma":[0.0003672336,0.9848206,0.0001671492,0.001826982,0.004019852,0.001132775,0.0005921163,0.000441078,0.006632231],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9488751,"threshold_uncertainty_score":0.9996337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06301019422557663,"score_gpt":0.3466287437381462,"score_spread":0.2836185495125696,"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."}}