{"id":"W4404715768","doi":"10.1080/14796708.2024.2419271","title":"Focusing on earlier diagnosis of Alzheimer's disease: a plain language summary","year":2024,"lang":"en","type":"article","venue":"Future Neurology","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Novo Nordisk","keywords":"Plain language; Disease; Plain English; Medicine; Alzheimer's disease; Neurology; Psychology; Psychiatry; Linguistics; Pathology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009320695,0.0001304673,0.0001481511,0.00006530072,0.00003249932,0.00001035131,0.000137862,0.0002268306,0.00005220095],"category_scores_gemma":[0.00008922351,0.000104005,0.0001045312,0.00008688456,0.0001436702,0.000001448554,0.00008398636,0.0001873304,0.00001570218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001909078,"about_ca_system_score_gemma":0.00004440725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008254566,"about_ca_topic_score_gemma":0.00000886695,"domain_scores_codex":[0.9991124,0.0000943921,0.0001405346,0.0003470271,0.0000993061,0.0002063525],"domain_scores_gemma":[0.9995508,0.00006290463,0.00003054491,0.0002588354,0.00001406145,0.00008287446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001735605,0.0004323659,0.01949269,0.0003222619,0.0006784482,0.001730071,0.0007459995,0.00005206489,0.09083275,0.002447343,0.3816008,0.4999296],"study_design_scores_gemma":[0.0003329334,0.0012801,0.01890826,0.0000576028,0.0001075647,0.00003162205,0.00005178641,0.00006299515,0.02899757,0.0001495356,0.9497889,0.0002311771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413951,0.04630692,0.00007851684,0.009196801,0.001677264,0.0001259854,0.0001004504,0.00007680858,0.001042151],"genre_scores_gemma":[0.9953093,0.0005917549,0.0001418628,0.002086319,0.001604872,0.00002958912,0.0000839486,0.00002519442,0.000127185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5681881,"threshold_uncertainty_score":0.4241201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009494694994666247,"score_gpt":0.2667872587512092,"score_spread":0.2572925637565429,"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."}}