{"id":"W4290775184","doi":"10.1016/j.cjca.2022.06.020","title":"President’s Page","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002493914,0.001304088,0.001665765,0.00224289,0.003865177,0.007758418,0.001379541,0.01271456,0.5188172],"category_scores_gemma":[0.01259694,0.0008067614,0.001601838,0.001096284,0.0008138802,0.002439687,0.002229294,0.008222453,0.4677844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002051481,"about_ca_system_score_gemma":0.006909427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008634911,"about_ca_topic_score_gemma":0.03189278,"domain_scores_codex":[0.997387,0.0001786088,0.00009966888,0.0002304397,0.001632923,0.0004714025],"domain_scores_gemma":[0.9916996,0.0007142946,0.0002306997,0.0003014496,0.003548879,0.003505215],"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":[0.000007775404,0.00001427714,0.00003288891,0.00001115797,9.213591e-7,0.00001898096,0.00000206122,0.000008036081,0.00001640114,0.0002059652,0.9948713,0.004810327],"study_design_scores_gemma":[0.00002145987,0.00001740894,0.0003848474,0.00005968523,0.000002829732,0.0000288332,0.0000256506,0.0000352381,0.00002718913,0.0003445779,0.9990441,0.00000824264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0005667065,0.003597917,0.0003183935,0.1200258,0.375153,0.0004006619,0.001207768,0.0007648717,0.4979649],"genre_scores_gemma":[0.0008650316,0.0007705977,0.0001367649,0.02875978,0.02616713,0.0000939942,0.0002809812,0.0001357373,0.9427899],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5188172,"threshold_uncertainty_score":0.6863489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433443876224801,"score_gpt":0.2368411914202946,"score_spread":0.2225067526580465,"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."}}