{"id":"W2263516192","doi":"10.1016/j.gie.2016.01.068","title":"EUS Needle Identification Comparison and Evaluation study (with videos)","year":2016,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"National Cancer Institute","keywords":"Medicine; Identification (biology); Radiology; Medical physics; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.001829606,0.0004467764,0.0003807335,0.002117014,0.0005407525,0.0008264839,0.0003570687,0.001170325,0.006297256],"category_scores_gemma":[0.005719259,0.000303475,0.0005672908,0.0007133207,0.0005742624,0.001831577,0.0007484041,0.0005830859,0.001354057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004488229,"about_ca_system_score_gemma":0.0003453301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001897265,"about_ca_topic_score_gemma":0.001506326,"domain_scores_codex":[0.9990171,0.0001531686,0.0001852945,0.0002727856,0.0001890181,0.0001826059],"domain_scores_gemma":[0.9971402,0.0007634485,0.0002379616,0.0003341149,0.001247038,0.0002772175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0253186,0.002570735,0.4514874,0.0009429482,0.0005957345,0.01678736,0.002291552,0.00114112,0.2860697,0.0006227468,0.002186924,0.2099853],"study_design_scores_gemma":[0.0004483078,0.009184749,0.7635415,0.0001353804,0.0009815652,0.04576284,0.003187947,0.006474291,0.1611668,0.0004961735,0.008458047,0.0001623691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885533,0.001238263,0.003739493,0.0001001352,0.0001191294,0.0001623612,0.000317434,0.00007624622,0.005693677],"genre_scores_gemma":[0.9932908,0.0003720677,0.003509755,0.0001356244,0.00009032024,0.00005812108,0.0004734117,0.00005051155,0.002019406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006297256,"threshold_uncertainty_score":0.02106643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0533466886732196,"score_gpt":0.3857159706420332,"score_spread":0.3323692819688136,"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."}}