{"id":"W4251568234","doi":"10.1097/imi.0000000000000515","title":"Message from the President","year":2018,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Computer science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003538105,0.001152922,0.001366732,0.0007342023,0.003389954,0.006442124,0.001122006,0.02367842,0.04115549],"category_scores_gemma":[0.01208692,0.0006499704,0.001413553,0.0003408491,0.00149934,0.0027604,0.002518,0.02824031,0.03299418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001864346,"about_ca_system_score_gemma":0.006254199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002628808,"about_ca_topic_score_gemma":0.006145695,"domain_scores_codex":[0.9966847,0.0004329276,0.0001608714,0.00054584,0.00157862,0.0005970693],"domain_scores_gemma":[0.9928262,0.0009481258,0.00033826,0.0002548379,0.002436478,0.003196122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005079598,0.00003807063,0.0001638592,0.0000282174,0.000007309735,0.0001398598,0.00002020077,0.00002027771,0.0001348269,0.0007932203,0.9934243,0.005178991],"study_design_scores_gemma":[0.00004711499,0.00006348424,0.001178993,0.0001034361,0.00001197203,0.0001959176,0.0001179986,0.00006905221,0.0001527982,0.0006664818,0.9973674,0.00002546173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0007208579,0.004662745,0.000328707,0.6638731,0.3096128,0.00008864205,0.0002009004,0.0001472362,0.020365],"genre_scores_gemma":[0.004223594,0.002023754,0.0003839704,0.7439841,0.08332468,0.0001398943,0.0001163353,0.00007418761,0.1657295],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04115549,"threshold_uncertainty_score":0.1376788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989052995452983,"score_gpt":0.2777688170175615,"score_spread":0.2578782870630316,"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."}}