{"id":"W4404826709","doi":"10.69645/itsf7730","title":"The future of blood tests in cancer treatment","year":2024,"lang":"en","type":"article","venue":"˜The œbiomedical & life sciences collection.","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Blood cancer; Medicine; Cancer; Internal medicine","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":[0.01575278,0.0008176496,0.001490433,0.002564985,0.0008080378,0.003803871,0.001606489,0.005069148,0.0155192],"category_scores_gemma":[0.02141895,0.0003492005,0.0008463628,0.00152227,0.003603154,0.005603279,0.001314542,0.005499942,0.00378018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003676283,"about_ca_system_score_gemma":0.004234765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004471229,"about_ca_topic_score_gemma":0.004898474,"domain_scores_codex":[0.995635,0.002361967,0.0002945055,0.0003572675,0.001090693,0.0002605494],"domain_scores_gemma":[0.9805098,0.01077403,0.001087664,0.0006280607,0.005307568,0.001693015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005635605,0.0002167791,0.004701588,0.001533662,0.00008093896,0.0002240746,0.0001092813,0.0008553754,0.0007986092,0.03696318,0.1422922,0.8116608],"study_design_scores_gemma":[0.0002098444,0.0007188065,0.01224331,0.006200744,0.0001785359,0.001403206,0.0006548997,0.002337498,0.0005975995,0.07312081,0.9022198,0.0001150421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.001752638,0.7562434,0.003334771,0.2180417,0.004732535,0.00001984707,0.0002321166,0.0001596567,0.01548333],"genre_scores_gemma":[0.0666784,0.8295668,0.01082732,0.05839757,0.02783961,0.0001004485,0.0003839197,0.0001044324,0.006101498],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01575278,"threshold_uncertainty_score":0.08330965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01047247028205467,"score_gpt":0.2863110976102873,"score_spread":0.2758386273282327,"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."}}