{"id":"W2903766114","doi":"10.1161/circinterventions.118.007571","title":"Art and Science in Registry Studies of Anemia and Myocardial Infarction","year":2018,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Interventions","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Myocardial infarction; Internal medicine; Percutaneous coronary intervention; Cardiology; Anemia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009817805,0.000176354,0.0006276715,0.000668559,0.0001012881,0.00003159786,0.00007166744,0.0002233809,0.00002595322],"category_scores_gemma":[0.0001864729,0.0001774134,0.0007240684,0.0004130816,0.0007822538,0.0001254177,0.000104206,0.0004139043,0.000005882423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051247,"about_ca_system_score_gemma":0.00006354402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000302718,"about_ca_topic_score_gemma":0.00001146925,"domain_scores_codex":[0.9982082,0.00009539915,0.0004722725,0.0004867636,0.0005588178,0.0001785],"domain_scores_gemma":[0.9989266,0.00002776697,0.0001233888,0.0005440998,0.0003292206,0.00004890302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001408051,0.0005334915,0.06948531,0.04121032,0.02199554,0.0007448863,0.002977066,0.000322147,0.001743549,0.0009876974,0.7860692,0.07378998],"study_design_scores_gemma":[0.003268667,0.0002150079,0.5009459,0.004548363,0.004986446,0.0004869104,0.0005027772,0.00009405864,0.00009867601,0.0004382807,0.4839736,0.0004413129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5817109,0.08864296,0.01269884,0.2870279,0.006264263,0.007963106,0.0001262308,0.0003469966,0.0152188],"genre_scores_gemma":[0.9670361,0.005327549,0.0006997476,0.02338199,0.001631878,0.0001731946,0.0002691822,0.00006575484,0.001414548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4314606,"threshold_uncertainty_score":0.723471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05143202518479018,"score_gpt":0.3186493586734189,"score_spread":0.2672173334886287,"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."}}