{"id":"W4414792402","doi":"10.1093/neuonc/noaf193.231","title":"P05.26.B FLUOROPHORE ABUNDANCE VERSUS HISTOLOGICAL CELLULARITY IN FLUORESCENCE-GUIDED GLIOMA SURGERY","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Glioma; Fluorophore; Cell; Protoporphyrin IX; Anaplastic astrocytoma; Fluorescence; Astrocytoma; Gliosarcoma","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":[0.001173052,0.0002668081,0.0002139204,0.0007381802,0.0001247198,0.0004435173,0.0002116356,0.0003467511,0.001847798],"category_scores_gemma":[0.00214737,0.0001682064,0.0002196206,0.0004712249,0.0004442575,0.0002579169,0.000276691,0.0002796876,0.0004473103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005359062,"about_ca_system_score_gemma":0.000289575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001712507,"about_ca_topic_score_gemma":0.00137796,"domain_scores_codex":[0.9995722,0.0001191281,0.00002699224,0.00008858302,0.000152557,0.00004054227],"domain_scores_gemma":[0.9986899,0.0005160007,0.0004640923,0.0000589981,0.0001442923,0.0001267241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006309791,0.000472732,0.4514216,0.0003585474,0.0002666872,0.0004392326,0.0001995828,0.01346872,0.4339246,0.0005297032,0.0007542694,0.09185453],"study_design_scores_gemma":[0.0000348904,0.002304218,0.7380158,0.00002898961,0.0001222069,0.001488521,0.000158974,0.1067676,0.1495131,0.0004568099,0.001077815,0.00003113128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913433,0.000434589,0.007238055,0.00004539097,0.000006531175,0.00001741271,0.0002285923,0.00009659768,0.0005896288],"genre_scores_gemma":[0.9966151,0.00007387505,0.002788328,0.00001028042,0.000003067218,0.00001389592,0.0001772187,0.00001068803,0.0003076044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001847798,"threshold_uncertainty_score":0.006203771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05091983011750741,"score_gpt":0.326479383981415,"score_spread":0.2755595538639076,"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."}}