{"id":"W4412163879","doi":"10.1158/1557-3265.aimachine-a060","title":"Abstract A060: OncoMindPro: An AI-augmented assistant to oncologists","year":2025,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intensive care medicine","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":[0.002291588,0.0005620894,0.0003010311,0.0009224355,0.0003859083,0.001109672,0.0009175508,0.0004124034,0.01094079],"category_scores_gemma":[0.005845636,0.0003182865,0.0004204377,0.0006058784,0.0002904188,0.00125718,0.0023785,0.0006280851,0.002904786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007587427,"about_ca_system_score_gemma":0.001639437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002917345,"about_ca_topic_score_gemma":0.004186371,"domain_scores_codex":[0.9989341,0.0004036229,0.00008039951,0.0002250651,0.0002969673,0.00005981962],"domain_scores_gemma":[0.9969997,0.001224378,0.0002181967,0.0006341102,0.0005788135,0.0003447578],"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":[0.003215438,0.0008644567,0.05328604,0.0007508833,0.00019049,0.001449659,0.001856352,0.01683739,0.03076345,0.003022532,0.128662,0.7591013],"study_design_scores_gemma":[0.0006009895,0.001517954,0.05660817,0.0003111144,0.0003135629,0.003299197,0.002118631,0.4617496,0.06902798,0.01163122,0.3925509,0.0002706977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3261692,0.001127781,0.5175543,0.004460072,0.0005181941,0.001758056,0.01929037,0.08765687,0.04146503],"genre_scores_gemma":[0.6071752,0.0002944766,0.3632201,0.0006449021,0.0001186436,0.0006439396,0.01312094,0.000954137,0.01382765],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01094079,"threshold_uncertainty_score":0.03660059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2283438219764431,"score_gpt":0.6400331546755982,"score_spread":0.4116893326991551,"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."}}