{"id":"W3087673107","doi":"10.1016/j.jtcvs.2020.09.060","title":"Commentary: All we like iSheep: Reflections of an early adopter","year":2020,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Radial artery; Bypass grafting; Nagging; Artery; Clinical Practice; Coronary artery disease; Cardiology; Surgery; Physical therapy","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":[0.01046942,0.001182959,0.002068922,0.001101579,0.01432145,0.01061422,0.005409481,0.1631177,0.01136735],"category_scores_gemma":[0.09920552,0.001513135,0.00205606,0.00132353,0.008168053,0.007804374,0.005462817,0.1685875,0.006748735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01138418,"about_ca_system_score_gemma":0.02296269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0216168,"about_ca_topic_score_gemma":0.0268341,"domain_scores_codex":[0.989152,0.002552494,0.001186935,0.00159294,0.002900256,0.002615373],"domain_scores_gemma":[0.9405808,0.03079398,0.003620436,0.001402263,0.01103477,0.01256768],"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":[0.00003547301,0.000017648,0.0004709135,0.00004662466,0.00001893694,0.00255836,0.0007121678,0.00003782838,0.0001076615,0.002229148,0.9913594,0.002405922],"study_design_scores_gemma":[0.0001473314,0.00007903353,0.001453998,0.001092707,0.00009784165,0.004385728,0.005510184,0.0004013283,0.0003254941,0.008283382,0.9780304,0.0001924935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001744571,0.0002816647,0.00002466196,0.9843791,0.01459877,0.000003319232,0.000009905022,0.000004985182,0.0005231531],"genre_scores_gemma":[0.001492047,0.000244818,0.0000518727,0.9845457,0.01199361,0.00001113313,0.000005936012,0.00001084502,0.001644086],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1631177,"threshold_uncertainty_score":0.08259845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03480778677187935,"score_gpt":0.303469474567209,"score_spread":0.2686616877953296,"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."}}