{"id":"W2211940754","doi":"10.1053/j.semtcvs.2015.08.011","title":"Younger is Better","year":2015,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001032105,0.0005920485,0.002101634,0.0004552871,0.00005431697,0.00005749821,0.00008217883,0.0009583959,0.0001168024],"category_scores_gemma":[0.00008922273,0.0005284801,0.006475305,0.0003298278,0.0001421992,0.0001208985,0.000112896,0.00110727,0.000109182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001711548,"about_ca_system_score_gemma":0.0002835107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000973648,"about_ca_topic_score_gemma":2.104822e-7,"domain_scores_codex":[0.9964864,0.0002581713,0.0004555035,0.0009442691,0.001208887,0.0006467329],"domain_scores_gemma":[0.998044,0.0001580387,0.00009094247,0.001306936,0.0001626986,0.0002374109],"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":[0.00007255466,0.00004007001,0.1098993,0.0005409822,0.006035347,0.007437453,0.00006755962,3.820745e-7,3.110955e-7,1.4359e-7,0.778818,0.09708793],"study_design_scores_gemma":[0.0004604221,0.00003105869,0.01901825,0.001298931,0.006389259,0.0005831344,0.0000773451,0.000002440585,0.0000157111,0.00009527114,0.9714463,0.0005818275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.1584571,0.7169983,0.00002285931,0.1104798,0.002483702,0.001468378,0.0004993936,0.0001879822,0.009402433],"genre_scores_gemma":[0.04777244,0.04384285,0.0002495067,0.8836765,0.009881212,0.0004729815,0.00394156,0.0005292805,0.009633692],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7731967,"threshold_uncertainty_score":0.9997167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585988896642551,"score_gpt":0.3146706887098452,"score_spread":0.2888107997434197,"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."}}