{"id":"W4388424416","doi":"10.1097/01.cot.0000995212.99622.0b","title":"Researching an Early Marker for Immunotherapy Response","year":2023,"lang":"en","type":"article","venue":"Oncology Times","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immunotherapy; Medicine; Immunology; Immune system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02661697,0.000800696,0.001696437,0.001456915,0.000424788,0.003198175,0.001187452,0.002395326,0.006878078],"category_scores_gemma":[0.03226126,0.0004854184,0.001404317,0.002029534,0.000957448,0.003221271,0.0007799917,0.003092295,0.002739769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001785305,"about_ca_system_score_gemma":0.002859477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347261,"about_ca_topic_score_gemma":0.001919627,"domain_scores_codex":[0.9867269,0.008871013,0.0008164317,0.001132641,0.001943095,0.0005100166],"domain_scores_gemma":[0.9721611,0.01272407,0.00716884,0.001955569,0.004842956,0.001147461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01701042,0.002442215,0.1814904,0.007696554,0.002296772,0.0001772252,0.0004879807,0.002046522,0.01366607,0.007256711,0.04446891,0.7209602],"study_design_scores_gemma":[0.01214666,0.06289143,0.4200006,0.01442056,0.006844388,0.0024218,0.001262728,0.0123124,0.05080019,0.0347578,0.381556,0.0005853548],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4180788,0.3583078,0.07364523,0.06458668,0.01279777,0.007967551,0.01317897,0.0009830503,0.05045408],"genre_scores_gemma":[0.8123839,0.05444392,0.06606033,0.03346098,0.006482391,0.006019262,0.006758717,0.0003548439,0.01403562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02661697,"threshold_uncertainty_score":0.1407656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03085457410796099,"score_gpt":0.3465357898670156,"score_spread":0.3156812157590546,"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."}}