{"id":"W3199426430","doi":"10.1007/s12630-021-02116-w","title":"Code Red will become Code Blue for humanity: an urgent call for action in the anesthesia community","year":2021,"lang":"en","type":"letter","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Anesthesia and Neurotoxicity Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Code (set theory); Call to action; Humanity; Action (physics); Computer science; Computer security; Political science; Programming language; Business; Law; Advertising; Physics","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","sts","scholarly_communication","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.006720719,0.001113859,0.001855861,0.002083241,0.003215593,0.001570298,0.004768998,0.001395351,0.0001777437],"category_scores_gemma":[0.003275862,0.0009492501,0.001173367,0.001032063,0.0007719941,0.001214437,0.00002779596,0.00962969,0.000006110577],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002055499,"about_ca_system_score_gemma":0.01258359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007047845,"about_ca_topic_score_gemma":0.08749873,"domain_scores_codex":[0.9877473,0.004780576,0.002150244,0.0008540799,0.001676766,0.002791],"domain_scores_gemma":[0.9895224,0.002820756,0.001917194,0.001339605,0.001413038,0.002987022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0004162088,0.00020737,0.0002331559,0.000394134,0.0000701662,0.6561071,0.003764302,0.0002163253,0.0005273387,0.0002042324,0.3372226,0.0006370076],"study_design_scores_gemma":[0.0009936292,0.001971804,0.0002816538,0.0002700762,0.0001463191,0.5494805,0.0009301757,0.00008488609,0.0005287055,0.0005127242,0.4441877,0.0006117984],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5468368,0.0003420147,0.00005008326,0.450162,0.0004053024,0.002002344,0.0001165031,0.00002364584,0.00006130724],"genre_scores_gemma":[0.5733175,0.0006556559,0.0005523264,0.4069092,0.01304583,0.0005443201,0.0004478567,0.001007007,0.003520284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1069651,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063420752172105,"score_gpt":0.3117705804866295,"score_spread":0.2054285052694191,"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."}}