{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03894652,0.0004690212,0.0007754955,0.002770187,0.006043537,0.005720412,0.001610748,0.001213407,0.001775732],"category_scores_gemma":[0.0531032,0.0007881983,0.0006702199,0.002422033,0.003532127,0.004472344,0.008883896,0.001773164,0.0002061115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00594651,"about_ca_system_score_gemma":0.009993888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01084702,"about_ca_topic_score_gemma":0.01460782,"domain_scores_codex":[0.9669767,0.02571466,0.001754519,0.0008690472,0.002508454,0.002176545],"domain_scores_gemma":[0.9625507,0.02546,0.004750918,0.001043319,0.004001986,0.002193144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000500811,0.0001274669,0.04870574,0.0004661746,0.00002898237,0.0005813635,0.9338118,0.00003999998,0.0002216342,0.0006272657,0.0007001537,0.01463928],"study_design_scores_gemma":[0.00000728649,0.00009397355,0.009386958,0.0003741864,0.000009227489,0.0003494736,0.986857,0.0001402593,0.00009110462,0.000362232,0.00231219,0.00001608483],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906794,0.001242589,0.001959352,0.003581021,0.0000630268,0.0005896502,0.000128145,0.000008248046,0.001748437],"genre_scores_gemma":[0.9922205,0.001468829,0.002969456,0.001638905,0.00003534262,0.001082777,0.00008661515,0.00001425553,0.0004833296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03894652,"threshold_uncertainty_score":0.2059714,"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."}}