{"id":"W4404139874","doi":"10.1080/21678421.2024.2403302","title":"Theme 5 Human Cell Biology and Pathology","year":2024,"lang":"en","type":"article","venue":"Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of General Medical Sciences; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; National Institutes of Health; UK Research and Innovation; FightMND; Ionis Pharmaceuticals; Japan Society for the Promotion of Science; National Health and Medical Research Council; Cancer Research UK; MND Scotland; Lister Institute of Preventive Medicine; Francis Crick Institute; National Center for Advancing Translational Sciences; Wellcome Trust; Motor Neurone Disease Association; Japan Agency for Medical Research and Development; Medical Research Council; ALS Society of Canada","keywords":"Theme (computing); Human Pathology; Biology; Pathology; Computer science; Medicine; Disease; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003032003,0.0002987557,0.0004184065,0.0001722153,0.0002783793,0.0002335839,0.00007786947,0.0003003979,0.0002291573],"category_scores_gemma":[0.00001108585,0.0002190142,0.00009354958,0.0001655072,0.000273437,0.00030225,0.0001293806,0.0003455617,0.00004038724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008847699,"about_ca_system_score_gemma":0.00004820856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006094155,"about_ca_topic_score_gemma":0.00005589341,"domain_scores_codex":[0.998034,0.0001503097,0.0004245908,0.0007213303,0.0002106944,0.0004590551],"domain_scores_gemma":[0.9993063,0.00002828479,0.000053665,0.0002598802,0.00007487024,0.0002770348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007378645,0.00006198529,0.02150482,0.0001362033,0.00004644255,0.0000682253,0.0003845357,0.000003545066,0.9604428,0.004394551,0.0007870757,0.01209602],"study_design_scores_gemma":[0.003905655,0.002960733,0.9458073,0.0004983765,0.0002634415,0.0002712294,0.00006322335,0.01518396,0.01634839,0.007609485,0.006066262,0.001021899],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988959,0.006328681,0.0002965152,0.002993259,0.0002396308,0.0004223797,0.0000240465,0.0001638747,0.0005725998],"genre_scores_gemma":[0.9948443,0.001745724,0.001029804,0.000447773,0.0005680873,0.0000564174,0.0001905712,0.00004990615,0.001067419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9440944,"threshold_uncertainty_score":0.8931141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895081324730985,"score_gpt":0.2982268978336365,"score_spread":0.2592760845863267,"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."}}