{"id":"W4324346834","doi":"10.1101/2023.03.14.532685","title":"Monitoring Alzheimer’s Disease via Ultraweak Photon Emission","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Biofield Effects and Biophysics","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Basque Center for Applied Mathematics; Ministerio de Ciencia e Innovación; Shiraz University; Agencia Estatal de Investigación; Shiraz University of Medical Sciences; Ikerbasque, Basque Foundation for Science; Eusko Jaurlaritza","keywords":"Neuroscience; Oxidative stress; Hippocampus; Brain tissue; Disease; Medicine; Chemistry; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003469273,0.0006996639,0.0007534571,0.0002209901,0.000180822,0.0001395591,0.0003650093,0.0007224714,0.00004248545],"category_scores_gemma":[0.0001636829,0.0006459434,0.0003642629,0.0004698495,0.0001035065,0.00009763476,0.000432186,0.001260279,0.0002127098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001782691,"about_ca_system_score_gemma":0.0005169497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00012165,"about_ca_topic_score_gemma":2.497636e-7,"domain_scores_codex":[0.9969411,0.00007748879,0.000514634,0.001164821,0.0006225408,0.0006794196],"domain_scores_gemma":[0.9968184,0.00008281127,0.000294212,0.001573233,0.0003312354,0.00090007],"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":[0.0001858746,0.0002504125,0.04959144,0.001123443,0.0003609257,0.0004910509,0.000007137387,0.000008247341,0.9471343,0.00002314913,0.0007910851,0.00003290952],"study_design_scores_gemma":[0.0005939301,0.00009252805,0.3177865,0.002052174,0.0008124405,2.114482e-8,0.000001724568,0.0005116339,0.675768,0.000004293447,0.001669974,0.0007067895],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886853,0.002813252,0.0004000813,0.0009480228,0.004263323,0.001440816,0.0001261665,0.00130645,0.00001665802],"genre_scores_gemma":[0.9946697,0.0008819393,0.001292482,0.0002096759,0.002496106,0.0001899928,0.000001226449,0.0002255804,0.00003325755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2713663,"threshold_uncertainty_score":0.9995992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03015913810350189,"score_gpt":0.2634293860783945,"score_spread":0.2332702479748926,"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."}}