{"id":"W4245178484","doi":"10.21037/acs.2016.05.14","title":"Preface","year":2016,"lang":"en","type":"article","venue":"Annals of Cardiothoracic Surgery","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001903083,0.0007962552,0.0006233577,0.001776178,0.00204155,0.002960054,0.001040734,0.001103738,0.2670084],"category_scores_gemma":[0.01424547,0.0002190286,0.0004189263,0.001069776,0.0006899267,0.002824854,0.001881741,0.003666101,0.1943875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544092,"about_ca_system_score_gemma":0.00227386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002224847,"about_ca_topic_score_gemma":0.002467312,"domain_scores_codex":[0.998922,0.0001761994,0.000106832,0.0001616285,0.0005296844,0.0001037214],"domain_scores_gemma":[0.9915957,0.001346785,0.0003035286,0.0005140625,0.004723287,0.001516546],"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":[0.00001337878,0.000008901287,0.00009047418,0.00004585586,9.071307e-7,0.00006610413,0.00006552644,0.00002966094,0.00007033139,0.002424606,0.9790733,0.01811103],"study_design_scores_gemma":[0.00000213893,0.000008148702,0.0001961711,0.00006432088,6.61381e-7,0.0001174215,0.00006145443,0.00002082144,0.00004329789,0.001192741,0.9982901,0.000002882162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001536676,0.009812078,0.005734704,0.0828203,0.4978296,0.0004289327,0.005856768,0.0009498838,0.3950312],"genre_scores_gemma":[0.01139221,0.008749399,0.00340218,0.02701967,0.1279916,0.0003210159,0.005468977,0.001034212,0.8146208],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.7329916,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1551181780812732,"score_gpt":0.3691045816443342,"score_spread":0.2139864035630611,"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."}}