{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001063108,0.0001270503,0.0003139979,0.0001161192,0.00009148826,0.00002176182,0.00006448045,0.00002187725,0.0002363164],"category_scores_gemma":[0.0009159511,0.00007464932,0.0000207502,0.0001348449,0.0001677841,0.0000943085,0.00003419465,0.0001144203,0.00009945421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001186689,"about_ca_system_score_gemma":0.0001997015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007967807,"about_ca_topic_score_gemma":0.00003800961,"domain_scores_codex":[0.9984318,0.0001980988,0.0002919106,0.0003022723,0.0005182057,0.0002576825],"domain_scores_gemma":[0.9987222,0.000409964,0.0001130131,0.0002640856,0.0003259708,0.0001647585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001199492,0.0003851526,0.9301488,0.00001825814,0.00003324662,0.00002571879,0.0001647982,0.000001057064,0.06188469,0.0000344793,0.0002926506,0.005811675],"study_design_scores_gemma":[0.005590731,0.005343822,0.9836096,0.0002975432,0.0003232493,0.001428259,0.001023139,0.001524368,0.0006465063,0.00009702666,0.00003728645,0.00007848269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795882,0.00005717537,0.01667431,0.0009183329,0.00002774101,0.001058236,0.000003191562,0.00004950451,0.001623334],"genre_scores_gemma":[0.9830771,0.000005438873,0.01598065,0.00002922948,0.00007168727,0.0001248104,0.000007399391,0.00001424122,0.0006894586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06123818,"threshold_uncertainty_score":0.3044111,"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."}}