{"id":"W3192882620","doi":"10.4103/eus-d-20-00252","title":"Controversies in EUS: Do we need miniprobes?","year":2021,"lang":"en","type":"article","venue":"Endoscopic Ultrasound","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; General surgery; Bile duct; Pancreatic duct; Radiology; Biliary tract; Catheter; Pancreas; Gastroenterology; Internal 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008363624,0.0001331367,0.000311064,0.0001147418,0.00003203282,0.00004552944,0.00007169432,0.00005227447,0.00149793],"category_scores_gemma":[0.000599045,0.0001241827,0.00008253162,0.0003429739,0.00004451369,0.00007128176,0.00003586195,0.0001529153,0.00007513903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039202,"about_ca_system_score_gemma":0.00009901332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006883655,"about_ca_topic_score_gemma":0.00009515598,"domain_scores_codex":[0.999005,0.00002926536,0.0002172552,0.0002527957,0.0002151682,0.0002805063],"domain_scores_gemma":[0.9990135,0.0005602664,0.00004371259,0.0002672322,0.00003913659,0.00007611712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000901747,0.0002136138,0.9553258,0.0002265899,0.0001699207,0.0004802257,0.001039418,0.000005919052,0.008714106,0.003012051,0.02624554,0.004476585],"study_design_scores_gemma":[0.01099366,0.0001941133,0.4422838,0.0004033723,0.0001978907,0.00007116691,0.005555896,0.00000732197,0.005471046,0.0009695528,0.5336115,0.0002406943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506191,0.006969248,0.0001279288,0.01257927,0.0007983026,0.0003964915,0.000007562079,0.00006410251,0.02843801],"genre_scores_gemma":[0.9780637,0.001359008,0.001248142,0.002122344,0.0002128534,0.0000191057,0.00001860395,0.00001535474,0.01694089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5130421,"threshold_uncertainty_score":0.9994149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361934461031967,"score_gpt":0.2658274995133918,"score_spread":0.2522081549030721,"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."}}