{"id":"W2067927689","doi":"10.1063/pt.3.2355","title":"Hui-Chun Liu","year":2014,"lang":"en","type":"article","venue":"Physics Today","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences; University of Wollongong","keywords":"Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005498981,0.0007579087,0.0005114829,0.0008363668,0.001874787,0.00255907,0.000813159,0.00113614,0.2380794],"category_scores_gemma":[0.001809707,0.0003402942,0.0003980356,0.0009268572,0.0004914763,0.001768939,0.001402646,0.001896563,0.1028139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009788194,"about_ca_system_score_gemma":0.002083283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366241,"about_ca_topic_score_gemma":0.001762767,"domain_scores_codex":[0.9991885,0.00005771574,0.00003610888,0.0003002347,0.0002576659,0.0001597955],"domain_scores_gemma":[0.9989323,0.0001172692,0.00004637524,0.00007440302,0.0004395448,0.0003901664],"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":[0.0001292248,0.00006630609,0.002183853,0.0006365473,0.00001961704,0.0005904969,0.000336142,0.0003313511,0.005315486,0.01679331,0.6398885,0.3337091],"study_design_scores_gemma":[0.000007999848,0.00003211465,0.0006818736,0.00005154862,0.0000112377,0.00027955,0.0001084017,0.0004762545,0.001667702,0.001629845,0.9950341,0.00001930997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0136156,0.03919085,0.03033132,0.0426021,0.03329888,0.0003462705,0.002858561,0.005716415,0.8320399],"genre_scores_gemma":[0.06155749,0.01677347,0.008194399,0.007259835,0.002792112,0.0002606234,0.002907083,0.0009685251,0.8992864],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7619206,"threshold_uncertainty_score":0.7964548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416505084724975,"score_gpt":0.2577399213683929,"score_spread":0.2435748705211432,"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."}}