{"id":"W4295903771","doi":"10.1002/cam4.5216","title":"Clinical care in hepatocellular carcinoma: A mixed methods assessment of experiences and challenges of oncology professionals","year":2022,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Axdev Group (Canada)","funders":"National Center for Advancing Translational Sciences; Eisai","keywords":"Hepatocellular carcinoma; Clinical Oncology; Precision oncology; Medicine; Oncology; Internal medicine; Medical physics; Cancer","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":[0.001769918,0.0001635495,0.001076181,0.0002189751,0.00005423102,6.545183e-7,0.0001115979,0.0001029827,0.0005617223],"category_scores_gemma":[0.0001069858,0.0001217418,0.0000980957,0.000273991,0.0003675692,0.00002611439,0.0001506053,0.0003126459,9.750785e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015031,"about_ca_system_score_gemma":0.0007049508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000292561,"about_ca_topic_score_gemma":0.00003408468,"domain_scores_codex":[0.9972073,0.001024468,0.0007940993,0.0003732832,0.0003967361,0.0002041242],"domain_scores_gemma":[0.9986615,0.0004896756,0.0003075108,0.0002586656,0.0001379341,0.0001447771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002167257,0.0003696408,0.853219,0.0006220728,0.00007588739,0.0001305461,0.0219216,3.39947e-7,0.001061344,0.0002715132,0.00008300653,0.1220284],"study_design_scores_gemma":[0.01132114,0.01198693,0.6891044,0.0007048053,0.0005542791,0.00005271994,0.2622105,0.002132102,0.006214031,0.0001145184,0.01536207,0.0002425739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8541637,0.1402096,0.00002213229,0.003387182,0.0005010962,0.0006788016,0.000009298382,0.000009036715,0.001019138],"genre_scores_gemma":[0.9908981,0.005130231,0.002584357,0.0001637016,0.0001236981,0.001018717,0.00002522031,0.00001612095,0.0000398573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2402889,"threshold_uncertainty_score":0.6150465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2030948672967747,"score_gpt":0.4723261770733796,"score_spread":0.2692313097766049,"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."}}