{"id":"W4298242923","doi":"10.37549/ar1818","title":"Cardiac CT, MR, SPECT, ECHO, and PET: What test, when?","year":2011,"lang":"en","type":"article","venue":"Applied Radiology","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Echo (communications protocol); Nuclear medicine; Medicine; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001910281,0.0001849965,0.0005110606,0.00009222303,0.00006053365,0.00001951135,0.00006406403,0.00004634849,0.0001344672],"category_scores_gemma":[0.0001559607,0.0001635527,0.00009441564,0.00007318675,0.0002623957,0.00005285807,0.0000579351,0.000246977,0.0001892323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003469263,"about_ca_system_score_gemma":0.00004970139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005250202,"about_ca_topic_score_gemma":0.00000174664,"domain_scores_codex":[0.9989869,0.00002821495,0.0001865052,0.0003634327,0.00009044044,0.000344505],"domain_scores_gemma":[0.9989046,0.0004376641,0.00004923068,0.0003945284,0.00002883536,0.0001851731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003862679,0.00049265,0.7192522,0.0001880185,0.0007204683,0.002646016,0.004491489,0.000001753426,0.02444232,0.0186068,0.1728613,0.05591068],"study_design_scores_gemma":[0.009076156,0.001289263,0.6973565,0.0002026261,0.002148926,0.01827726,0.004695101,0.00006384732,0.03516287,0.02220213,0.2078456,0.001679738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7763139,0.01509852,0.0002190588,0.0009359547,0.00159495,0.000802434,0.00002406472,0.0003191227,0.204692],"genre_scores_gemma":[0.993122,0.001896992,0.002346787,0.001554705,0.0005436162,0.00004712673,0.00003032625,0.00003572827,0.0004226603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2168082,"threshold_uncertainty_score":0.6669486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401124061784838,"score_gpt":0.2309436202154702,"score_spread":0.2169323795976218,"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."}}