{"id":"W4388697491","doi":"10.1080/21678421.2023.2260195","title":"Theme 05 - Human Cell Biology and Pathology","year":2023,"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":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Excellence; Library science; Grant funding; Theme (computing); Political science; Medicine; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000383691,0.0003045118,0.0004840619,0.0002158294,0.0004185615,0.0001130067,0.00009904044,0.0003180435,0.0001489511],"category_scores_gemma":[0.00002118487,0.0002348696,0.00008731311,0.0002831434,0.0002881417,0.0002405098,0.0001968457,0.0002870884,0.00007319817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006901229,"about_ca_system_score_gemma":0.00003546261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007109087,"about_ca_topic_score_gemma":0.00007537151,"domain_scores_codex":[0.9978293,0.0001857274,0.0004598098,0.000682935,0.0002491425,0.0005930593],"domain_scores_gemma":[0.9991241,0.00002954926,0.0001079279,0.0003223381,0.0001006532,0.0003154248],"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":[0.0001004493,0.0000639971,0.0685174,0.00005725698,0.00003157595,0.00005112732,0.0003519834,0.000009988204,0.9220815,0.001265783,0.001778674,0.005690283],"study_design_scores_gemma":[0.002942909,0.001209798,0.9825274,0.0000731356,0.0000638609,0.00005069128,0.00004488531,0.003780965,0.005552588,0.0022292,0.001122069,0.0004025497],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947684,0.000667149,0.00007124469,0.003271115,0.00017841,0.0004824277,0.00002611211,0.0002006196,0.0003345543],"genre_scores_gemma":[0.9950916,0.001485274,0.0006019386,0.0005814297,0.0004255019,0.00007394782,0.0004048906,0.00004885595,0.001286571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9165289,"threshold_uncertainty_score":0.9577704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0522407983276203,"score_gpt":0.3010727989876238,"score_spread":0.2488320006600035,"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."}}