{"id":"W4319080009","doi":"10.3390/curroncol30020145","title":"Real-World Molecular Biomarker Testing Patterns and Results for Advanced Gastroesophageal Cancers in the United States","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eli Lilly and Company","keywords":"Medicine; Microsatellite instability; Biomarker; Oncology; Internal medicine; Observational study; Clinical trial; Biomarker discovery; Immunotherapy; Cancer; Bioinformatics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002964388,0.000210794,0.0004768514,0.001399899,0.0003310646,0.000853985,0.0004255388,0.0003465206,0.001175534],"category_scores_gemma":[0.01072882,0.000311984,0.0004241691,0.003270289,0.0002979525,0.0007507302,0.0005733256,0.0004635507,0.0002145749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000784099,"about_ca_system_score_gemma":0.0008390876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008961872,"about_ca_topic_score_gemma":0.01352164,"domain_scores_codex":[0.9963917,0.0012455,0.0009557129,0.0007107517,0.0004953112,0.0002010106],"domain_scores_gemma":[0.9824865,0.004684613,0.009950958,0.001022249,0.001425628,0.0004300952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001184617,0.00003665173,0.9970143,0.00004173729,0.00006415707,0.00002687699,0.00003922696,0.00009296898,0.00006367042,0.0000338373,0.0005999553,0.001868126],"study_design_scores_gemma":[0.00003290641,0.0001026709,0.9969484,0.00006034135,0.00009357659,0.0003270495,0.0002232327,0.0006659411,0.0002252321,0.00006317847,0.001247535,0.00001007926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784778,0.001361184,0.0007811918,0.0002675814,0.00002500884,0.00009251441,0.01738954,0.00002303646,0.001582125],"genre_scores_gemma":[0.9884848,0.0004651162,0.0008499778,0.0002910934,0.0000244295,0.0001092039,0.009615592,0.000009026217,0.000150889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008961872,"threshold_uncertainty_score":0.01781946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138499318462743,"score_gpt":0.4530160513868218,"score_spread":0.3145167329240788,"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."}}