{"id":"W3206063111","doi":"10.2214/ajr.21.26909","title":"The Global Reading Room: Imaging Detection of Hepatocellular Carcinoma","year":2021,"lang":"en","type":"article","venue":"American Journal of Roentgenology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Hospital","funders":"","keywords":"Hepatocellular carcinoma; Reading (process); Neoplasm staging; Carcinoma; Medical imaging","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":[0.0005014706,0.0007627361,0.0004742843,0.002354088,0.0004685717,0.0008180821,0.0004256552,0.0009039957,0.007118042],"category_scores_gemma":[0.003035649,0.0002728067,0.0003601436,0.001225898,0.0004012277,0.001468462,0.000708208,0.000955178,0.0009505561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002877986,"about_ca_system_score_gemma":0.0005787166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002531754,"about_ca_topic_score_gemma":0.003185168,"domain_scores_codex":[0.9997174,0.0001092562,0.00002401821,0.00002728231,0.00004598092,0.00007597458],"domain_scores_gemma":[0.9991589,0.000288139,0.0001441186,0.00005234795,0.000139376,0.0002172267],"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":[0.001266727,0.0003092524,0.7608269,0.000467412,0.0001743918,0.04500089,0.0003908017,0.0006861384,0.01259725,0.0006719105,0.02626315,0.1513452],"study_design_scores_gemma":[0.0001280492,0.001282721,0.7968094,0.0004800725,0.0005004475,0.1670371,0.00190197,0.003264991,0.009631757,0.001595513,0.01728326,0.00008481189],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8600301,0.02853567,0.005094746,0.01363297,0.0007019444,0.0002117617,0.000986484,0.0005820094,0.09022437],"genre_scores_gemma":[0.9804668,0.008788439,0.004436238,0.001228541,0.0009964458,0.0000241755,0.0005359032,0.0001024624,0.003421127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007118042,"threshold_uncertainty_score":0.02381223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943597783763693,"score_gpt":0.2456202316508855,"score_spread":0.2261842538132486,"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."}}