{"id":"W4385191515","doi":"10.32920/23739075","title":"Vibrational Profiling of Brain Tumors and Cells","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Neuroscience and Neural Engineering","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Astrocytoma; Hippocampal formation; Meningioma; Neocortex; Microphone; Brain tissue; Vibration; Pathology; Materials science; Biomedical engineering; Biology; Neuroscience; Medicine; Glioma; Acoustics; Physics","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":[0.0001037958,0.0002278071,0.0001552739,0.000578246,0.0002403226,0.0002182745,0.000173537,0.0002561847,0.001371374],"category_scores_gemma":[0.000185854,0.0001036148,0.0001005235,0.000308772,0.0002411875,0.0001954487,0.0003081194,0.0002177503,0.0003921649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508681,"about_ca_system_score_gemma":0.0001329238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007577055,"about_ca_topic_score_gemma":0.001368986,"domain_scores_codex":[0.9998671,0.000008486484,0.000007397653,0.00004084977,0.00005265362,0.0000234867],"domain_scores_gemma":[0.9999263,0.00001478448,0.00001570777,0.00000749823,0.00002072266,0.00001488121],"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":[0.0000223656,0.000003871272,0.0004105528,0.00002069509,0.000001696215,0.00002893153,0.00004301266,0.00004613608,0.9969778,0.00004018289,0.0000235913,0.002381164],"study_design_scores_gemma":[0.000003793157,0.0001755936,0.02960406,0.000008915012,0.00001878081,0.0005324735,0.0002457415,0.001555361,0.9652699,0.0001508733,0.00242416,0.00001054188],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744384,0.001132867,0.02128339,0.00006377298,0.00002998238,0.00004231102,0.0006504677,0.0001488003,0.00220999],"genre_scores_gemma":[0.9799421,0.001095237,0.01341311,0.00005648539,0.00001674838,0.00008981276,0.001220589,0.00007339391,0.00409257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001371374,"threshold_uncertainty_score":0.00458771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07079280691743978,"score_gpt":0.2873843897057503,"score_spread":0.2165915827883105,"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."}}