{"id":"W4411550233","doi":"10.1007/978-1-0716-4654-0_18","title":"A Toolkit for Single-Nucleus Characterization of Glioblastoma","year":2025,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Cancer Centre; McMaster University; McMaster University Medical Centre; Discovery Centre","funders":"","keywords":"Glioblastoma; Characterization (materials science); Nucleus; Computer science; Neuroscience; Biology; Nanotechnology; Cancer research; Materials science","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":[0.001345813,0.0009749384,0.001152094,0.001955457,0.001038995,0.002241075,0.002001856,0.001487039,0.00760289],"category_scores_gemma":[0.002973723,0.001086093,0.001122006,0.001032894,0.0004628713,0.002060182,0.003182257,0.001275395,0.006236112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007166024,"about_ca_system_score_gemma":0.001674426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003184169,"about_ca_topic_score_gemma":0.007014907,"domain_scores_codex":[0.9994273,0.00006862747,0.00006471299,0.0001418139,0.0002249788,0.00007258979],"domain_scores_gemma":[0.9986666,0.0003778005,0.0001372581,0.0004032548,0.0002876602,0.0001273583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006944179,0.0001135599,0.00780649,0.00249507,0.000431731,0.000809251,0.001254258,0.01347424,0.4863413,0.01436095,0.06045998,0.4117586],"study_design_scores_gemma":[0.0001355268,0.0001542329,0.01474606,0.000545167,0.0002573428,0.002843193,0.0006471636,0.296417,0.3954011,0.04460794,0.243849,0.0003963726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01887545,0.001742306,0.8754495,0.000409153,0.0001386426,0.000180463,0.006256051,0.0927798,0.004168662],"genre_scores_gemma":[0.08838821,0.001235602,0.8856761,0.0003201267,0.00004333094,0.0005603148,0.009116899,0.01051758,0.004141886],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00760289,"threshold_uncertainty_score":0.02543426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02273936069743368,"score_gpt":0.3921732301375088,"score_spread":0.3694338694400751,"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."}}