{"id":"W1990724207","doi":"10.1111/j.1443-1661.2004.00452.x","title":"ENDOSCOPIC ULTRASOUND EDUCATION IN THE USA","year":2004,"lang":"en","type":"article","venue":"Digestive Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Endoscopic ultrasound; Limiting; Scope (computer science); Radiology; Medical physics; Quality (philosophy); Computer science","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":[0.0002844627,0.0001112266,0.000231698,0.0001165201,0.00007892322,0.00001738172,0.0001324185,0.00007027837,0.0002055114],"category_scores_gemma":[0.0005526852,0.00007312661,0.00004037816,0.0002717654,0.0001707002,0.00006643935,0.00001353325,0.0003070257,0.0003200534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002052698,"about_ca_system_score_gemma":0.001381066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009946555,"about_ca_topic_score_gemma":0.0002154009,"domain_scores_codex":[0.9989958,0.00009051286,0.0001736043,0.0001978635,0.0002604861,0.0002817608],"domain_scores_gemma":[0.9991143,0.0004462448,0.00003778196,0.0002561112,0.00006463169,0.00008097287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006009095,0.0004885679,0.9885566,0.00002005371,0.00001873328,0.0000393503,0.001148805,0.000002910501,0.002712057,0.005854981,0.0003242251,0.0007736403],"study_design_scores_gemma":[0.001714777,0.0003557951,0.9914888,0.0001191183,0.000041175,0.00007983267,0.0007499814,0.000001821662,0.002021604,0.001644368,0.001731402,0.00005137488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.940205,0.0003385549,0.0001877966,0.001381805,0.0001234099,0.0006149876,0.00000281025,0.00001521682,0.05713042],"genre_scores_gemma":[0.9944072,0.0001788683,0.002652041,0.001191399,0.00016057,0.0001503137,0.00002626845,0.000009826831,0.001223535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05590689,"threshold_uncertainty_score":0.4113745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02906276149547053,"score_gpt":0.3740876571973329,"score_spread":0.3450248957018623,"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."}}