{"id":"W4254364469","doi":"10.1016/j.athoracsur.2008.02.002","title":"Invited Commentary","year":2008,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto; Toronto General Hospital","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":[0.007135707,0.001509861,0.002786844,0.001298892,0.008614367,0.009233039,0.004123961,0.1196112,0.02338263],"category_scores_gemma":[0.05715796,0.00130718,0.002529314,0.0009649746,0.003701468,0.004162649,0.004307035,0.06815061,0.01755598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009600153,"about_ca_system_score_gemma":0.01109474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01194613,"about_ca_topic_score_gemma":0.02021873,"domain_scores_codex":[0.9910083,0.002118564,0.0007074966,0.001310588,0.002791332,0.002063638],"domain_scores_gemma":[0.982173,0.008614513,0.001299435,0.0005201831,0.003905312,0.003487597],"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":[0.00001631327,0.000005494576,0.00009431027,0.00002580127,0.00000729659,0.0003479342,0.00007475335,0.00001336669,0.00002527772,0.000717753,0.997196,0.0014758],"study_design_scores_gemma":[0.00008387156,0.00002492388,0.0005525161,0.0003549386,0.00004361402,0.0006389669,0.0004140537,0.0001224032,0.0001051156,0.003336269,0.9942771,0.00004632423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001596029,0.001071519,0.00003880149,0.9297951,0.06418654,0.00001707711,0.00004561584,0.000020699,0.004664965],"genre_scores_gemma":[0.0009682404,0.0003490781,0.00004019238,0.9612584,0.02528121,0.0000316853,0.00001847812,0.00001693156,0.01203575],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9766174,"threshold_uncertainty_score":0.07822269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1406174683089448,"score_gpt":0.430458380572194,"score_spread":0.2898409122632493,"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."}}