{"id":"W7117244875","doi":"10.1002/alz70857_103199","title":"Protect AD: Realizing New Clinical Trial Possibilities","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clinical trial; Quality (philosophy); Term (time); Key (lock)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001770102,0.0002557783,0.0003128017,0.0000613337,0.0002866664,0.00006956991,0.0004044466,0.0001577458,0.003453622],"category_scores_gemma":[0.0002511549,0.000252763,0.0001717081,0.0002730492,0.0002982749,0.000317386,0.0004828654,0.0003859834,0.001205662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004666216,"about_ca_system_score_gemma":0.0001170402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001531136,"about_ca_topic_score_gemma":0.0003090133,"domain_scores_codex":[0.9967727,0.000431096,0.0008390528,0.0009452354,0.0004075518,0.0006043441],"domain_scores_gemma":[0.9986276,0.0002334713,0.0001912687,0.0006973689,0.000006762535,0.0002435307],"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":[0.002076296,0.0004266287,0.03076026,0.000009235732,0.003255585,0.00001951568,0.0005428538,0.00003944612,0.0007534381,0.0003652668,0.02953864,0.9322128],"study_design_scores_gemma":[0.04659007,0.001367815,0.2364474,0.0001770061,0.01201295,0.000007424402,0.0009104722,0.0006143246,0.01100879,0.01416286,0.6751189,0.001581993],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7517061,0.03215509,0.0147359,0.007859634,0.003528647,0.01015267,0.00002634979,0.0006266165,0.179209],"genre_scores_gemma":[0.9902062,0.0001770007,0.00591957,0.002675885,0.0001826817,0.0001313462,0.00001270629,0.00003183636,0.0006627799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9306309,"threshold_uncertainty_score":0.9999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07384646080542351,"score_gpt":0.3623137272434825,"score_spread":0.288467266438059,"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."}}