{"id":"W2972993104","doi":"10.1016/j.athoracsur.2019.07.050","title":"Invited Commentary","year":2019,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007706662,0.001435471,0.002610285,0.001698074,0.01071248,0.01250475,0.00376953,0.1151894,0.02509387],"category_scores_gemma":[0.07271172,0.00141554,0.002524946,0.001388442,0.004562437,0.004807421,0.004758548,0.06769861,0.01662807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01183251,"about_ca_system_score_gemma":0.01867894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01902167,"about_ca_topic_score_gemma":0.02932939,"domain_scores_codex":[0.9891307,0.002354582,0.0009476425,0.001454553,0.003516694,0.002595796],"domain_scores_gemma":[0.9728736,0.01185866,0.001994211,0.0007639889,0.005424958,0.007084612],"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":[0.00001239125,0.000006070552,0.0001301197,0.00002529961,0.000006907123,0.0003369827,0.00007996124,0.00001294836,0.00001948798,0.0008034689,0.9972355,0.001330899],"study_design_scores_gemma":[0.00007811773,0.00002374479,0.0007113579,0.0004915522,0.00003950513,0.000623053,0.0005973931,0.0001401316,0.00009207537,0.004540417,0.9925975,0.00006513698],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001244598,0.0008342365,0.00002777083,0.9412349,0.05380081,0.00001310471,0.0000551348,0.00001747644,0.003892044],"genre_scores_gemma":[0.001023825,0.0003932022,0.00003171872,0.9577504,0.03148184,0.00003158048,0.0000223946,0.00001683139,0.009248275],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1151894,"threshold_uncertainty_score":0.08585137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1349684486120392,"score_gpt":0.383053303210147,"score_spread":0.2480848545981078,"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."}}