{"id":"W4413856502","doi":"10.1093/noajnl/vdaf166.017","title":"11 ONLINE SURVEY OF PATIENT EXPERIENCES RECEIVING GLIOMA DIAGNOSES","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical diagnosis; Glioma; Medicine; Psychology; Medical physics; Radiology; Cancer research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001610687,0.0001210098,0.0004220901,0.0002238138,0.00006091836,0.000003998383,0.00009454884,0.00009327775,0.00009872293],"category_scores_gemma":[0.004394558,0.00009528281,0.0000846722,0.000492052,0.0003126103,0.0001080624,0.00004894088,0.0001300286,0.00000353234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004902846,"about_ca_system_score_gemma":0.0002130971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008326981,"about_ca_topic_score_gemma":0.0005019809,"domain_scores_codex":[0.9987071,0.0002628227,0.0004168908,0.000279686,0.0001548692,0.0001786459],"domain_scores_gemma":[0.9954914,0.003889543,0.0001656869,0.0001954859,0.0001993725,0.00005852067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003128258,0.0006606289,0.9051245,0.000111454,0.00002598863,0.00003802473,0.001304286,0.00003283214,0.009375893,0.00006980006,0.001112292,0.0818315],"study_design_scores_gemma":[0.001052077,0.00185962,0.876837,0.0001645929,0.00003405238,0.00002973587,0.007137364,0.00003150963,0.02468044,0.0000845043,0.08797963,0.0001095187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918446,0.003498055,0.00003798573,0.0009206723,0.00216345,0.0002825386,0.0000168374,0.00004455635,0.001191301],"genre_scores_gemma":[0.9968116,0.0008832125,0.001216435,0.0008730464,0.00004458629,0.00006656884,0.00001643443,0.000007552395,0.00008060024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08686734,"threshold_uncertainty_score":0.5261014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02133072066669699,"score_gpt":0.3499638002451372,"score_spread":0.3286330795784402,"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."}}