{"id":"W1999505894","doi":"10.1053/j.gastro.2014.04.026","title":"Staging for Hepatocellular Carcinoma: Complex and Confusing","year":2014,"lang":"en","type":"letter","venue":"Gastroenterology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Liver cancer; Staging system; Internal medicine; Stage (stratigraphy); Cancer; Carcinoma; TNM staging system; Oncology; Gastroenterology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002092802,0.0005061275,0.001111438,0.0002650596,0.0001339784,0.00004108467,0.0001212174,0.0006004749,0.0001416272],"category_scores_gemma":[0.00002514814,0.0004759711,0.0003078826,0.00004279553,0.0002206693,0.00003187655,0.00008613911,0.0007683503,0.00001827024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008434289,"about_ca_system_score_gemma":0.00004893381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005520224,"about_ca_topic_score_gemma":0.000003296346,"domain_scores_codex":[0.9975847,0.000163395,0.0004448463,0.0007343002,0.000196902,0.0008758579],"domain_scores_gemma":[0.9989245,0.0001288755,0.0002134713,0.0004484628,0.0001285424,0.0001561475],"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":[0.0002188711,0.00002504456,0.6836618,0.0005573893,0.0002023393,0.000774993,0.00004564845,3.14839e-8,0.0002924003,0.000005531495,0.3139264,0.0002894808],"study_design_scores_gemma":[0.006635403,0.003023599,0.02373589,0.0001361643,0.001636332,0.001460912,0.00001691348,0.009175942,0.0001876829,0.00007377263,0.9535562,0.0003612164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5426648,0.0003089762,0.003845142,0.4508174,0.0002800784,0.001606899,0.0001027038,0.0001032571,0.0002707996],"genre_scores_gemma":[0.6045332,0.0000156813,0.002063469,0.3891716,0.001645871,0.0001513915,0.002018449,0.00008991644,0.0003104486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6599259,"threshold_uncertainty_score":0.9997692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09247580281165792,"score_gpt":0.261589823548068,"score_spread":0.1691140207364101,"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."}}