{"id":"W2991421721","doi":"10.23736/s0026-4725.16.04307-3","title":"Cardiac CT: a coming of age","year":2017,"lang":"en","type":"editorial","venue":"Minerva Cardiology and Angiology","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; Providence Health Care","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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007327008,0.002813593,0.0038933,0.004787134,0.002002967,0.008795798,0.003596609,0.02376791,0.005248248],"category_scores_gemma":[0.03138994,0.001273692,0.002010704,0.001716719,0.004129551,0.00846759,0.001989431,0.02857457,0.00590399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002420179,"about_ca_system_score_gemma":0.00231916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001178109,"about_ca_topic_score_gemma":0.004079335,"domain_scores_codex":[0.9943886,0.001145178,0.001032666,0.0006569774,0.0024589,0.0003176158],"domain_scores_gemma":[0.9634128,0.01741624,0.001757563,0.001017396,0.01247337,0.003922604],"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":[0.00003817536,0.00001222701,0.00007254525,0.0004278918,0.00002896757,0.0004719133,0.00001962817,0.00003428233,0.00007053193,0.000596049,0.9832405,0.01498726],"study_design_scores_gemma":[0.00006627118,0.00004009496,0.0003830815,0.001405608,0.0000824247,0.002225976,0.0001170303,0.000181417,0.00009960272,0.001900422,0.9934528,0.00004528845],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004633972,0.03288643,0.0002071617,0.06487267,0.901118,0.000005670553,0.00002189082,0.00004856671,0.0007934198],"genre_scores_gemma":[0.0002766897,0.009362131,0.0001117194,0.01967224,0.9693975,0.000003947824,0.00000937563,0.00001473702,0.001151702],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02376791,"threshold_uncertainty_score":0.0387494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007060460180995837,"score_gpt":0.2361424603685947,"score_spread":0.2290820001875989,"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."}}