{"id":"W2062752944","doi":"10.1016/j.molonc.2014.05.002","title":"From biomarker development towards implementation of multidimensional biomarker panels in a clinical setting","year":2014,"lang":"en","type":"editorial","venue":"Molecular Oncology","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Biomarker; PTEN; Oncology; Immunohistochemistry; Medicine; Internal medicine; Computational biology; Bioinformatics; Biology; Genetics","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003607165,0.0003878787,0.001398639,0.0005031066,0.00003570364,0.00001020319,0.0002432989,0.001672617,0.002368657],"category_scores_gemma":[0.001306782,0.0003711094,0.0003345756,0.0002756467,0.0002147556,0.00002467101,0.0003482055,0.001082797,0.00005306656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008784188,"about_ca_system_score_gemma":0.005384575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592395,"about_ca_topic_score_gemma":0.0003190286,"domain_scores_codex":[0.9941623,0.001239584,0.001833124,0.0008737908,0.001316712,0.000574547],"domain_scores_gemma":[0.9964048,0.001758124,0.0005754614,0.0005397002,0.0004991511,0.0002227568],"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":[0.00158557,0.0004710067,0.001758211,0.0001489948,0.0008660264,0.0007304724,0.0005353246,6.761521e-7,0.1895881,0.000002153849,0.287111,0.5172024],"study_design_scores_gemma":[0.008927819,0.0007630911,0.032037,0.0002336613,0.0001615462,0.00001040212,0.0001822741,0.0001187614,0.01862619,0.00002966368,0.9385926,0.0003169559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.6050075,0.0004570816,0.001304105,0.001127571,0.3887906,0.002024892,0.0001978875,0.00005435366,0.001035995],"genre_scores_gemma":[0.1839546,0.0006500214,0.09532756,0.001905682,0.6865585,0.00116134,0.02667542,0.0008299461,0.002936881],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6514816,"threshold_uncertainty_score":0.9998741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04979045729444718,"score_gpt":0.4495815692546231,"score_spread":0.3997911119601759,"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."}}