{"id":"W4394908620","doi":"10.1200/po.23.00687","title":"Tumor Size Is Not Everything: Advancing Radiomics as a Precision Medicine Biomarker in Oncology Drug Development and Clinical Care. A Report of a Multidisciplinary Workshop Coordinated by the RECIST Working Group","year":2024,"lang":"en","type":"article","venue":"JCO Precision Oncology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Queen's University","funders":"","keywords":"Radiomics; Multidisciplinary approach; Precision oncology; Drug development; Medicine; Medical physics; Clinical trial; Oncology; Precision medicine; Patient care; Internal medicine; Drug; Pathology; Pharmacology; Radiology","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":[0.07399859,0.0008062107,0.001254161,0.002825619,0.001284557,0.007772685,0.001550959,0.005019247,0.001704227],"category_scores_gemma":[0.05976628,0.0007314068,0.001040772,0.001919079,0.005663997,0.008174314,0.005438179,0.009621531,0.000671194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005419418,"about_ca_system_score_gemma":0.0101415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004092804,"about_ca_topic_score_gemma":0.007969362,"domain_scores_codex":[0.9856306,0.008580501,0.00113209,0.0009851911,0.003120024,0.0005517085],"domain_scores_gemma":[0.9320924,0.04875929,0.00351564,0.001502066,0.01109258,0.003038],"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":[0.0003062829,0.00007902823,0.003365414,0.001695693,0.0001261186,0.0002746629,0.001154602,0.001111098,0.002105544,0.02332555,0.2244252,0.7420308],"study_design_scores_gemma":[0.00008824902,0.0005090787,0.005407231,0.004142578,0.0002249689,0.001176884,0.00168698,0.002500815,0.004380417,0.0618311,0.9178033,0.0002484687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003045872,0.4132909,0.0136809,0.5551884,0.01010929,0.000115832,0.0001554347,0.0001119759,0.004301476],"genre_scores_gemma":[0.08932941,0.5912372,0.05914516,0.2219903,0.03132927,0.0004218552,0.0004225514,0.0002260827,0.005898244],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07399859,"threshold_uncertainty_score":0.3913466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03083178870512891,"score_gpt":0.4029483198222747,"score_spread":0.3721165311171458,"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."}}