{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"55468b0c167c","filters":{"venue":"Science, Engineering and Health Studies"}},"results":[{"id":"W4405416445","doi":"10.69598/sehs.18.24050018","title":"Forward selection models for classifying mild cognitive impairment and Alzheimer’s disease based on single nucleotide polymorphisms","year":2024,"lang":"en","type":"article","venue":"Science, Engineering and Health Studies","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Johnson and Johnson Pharmaceutical Research and Development; Canadian Institutes of Health Research; National Institutes of Health; Genentech; IXICO; H. Lundbeck A/S; Servier; Eisai; Janssen Alzheimer Immunotherapy Research And Development; Northern California Institute for Research and Education; F. Hoffmann-La Roche; University of Southern California; Biogen; Eli Lilly and Company; Bristol-Myers Squibb; BioClinica; U.S. Department of Defense; Meso Scale Diagnostics; Alzheimer's Disease Neuroimaging Initiative; Novartis Pharmaceuticals Corporation; Pfizer; Alzheimer's Association","keywords":"Single-nucleotide polymorphism; Selection (genetic algorithm); Cognitive impairment; Disease; Cognition; Alzheimer's disease; Medicine; Genetics; Computational biology; Neuroscience; Biology; Computer science; Artificial intelligence; Internal medicine; Gene; Genotype","authors":[{"name":"Thitipong Kawichai","is_ca":false},{"name":"Pakawat Ingkanisorn","is_ca":false},{"name":"Phuphiphat Jaikaew","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06160764249012888,"gpt":0.3181576278414663,"spread":0.2565499853513374,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00120352,0.0002143154,0.0002124971,0.0001958154,0.0007942296,0.0000835062,0.00006605279,0.00002680953,0.000006318293],"category_scores_gemma":[0.00006309783,0.0001925472,0.00003646988,0.000398321,0.0003888893,0.0003621006,0.000100467,0.000149288,0.000007126403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000485227,"about_ca_system_score_gemma":0.00008605326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005203068,"about_ca_topic_score_gemma":0.00001550975,"domain_scores_codex":[0.9979977,0.0000224439,0.0002321397,0.0007570217,0.0003582169,0.0006324624],"domain_scores_gemma":[0.999214,0.0002274947,0.00004689332,0.00009294858,0.00001393243,0.0004047667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006007926,0.00119495,0.05328307,0.004702291,0.0005144874,0.00006087306,0.02690545,0.4967722,0.007084983,0.005281525,0.004603394,0.398996],"study_design_scores_gemma":[0.0004637357,0.0006073668,0.06200173,0.0007426625,0.00006139697,0.000002742128,0.000552634,0.9331135,0.0003771334,0.0004584984,0.001299334,0.000319313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8854619,0.02386758,0.0689754,0.01486084,0.001313384,0.004074553,0.0001390897,0.0006539784,0.0006533327],"genre_scores_gemma":[0.995607,0.0007499023,0.002227199,0.001127968,0.00006955488,0.0001639304,0.000002762615,0.00002498917,0.00002668295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4363413,"threshold_uncertainty_score":0.7851846,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417455197","doi":"10.69598/sehs.19.25050012","title":"Effects of fluoroquinolone on mitral and aortic regurgitation: A systematic review and meta-analysis","year":2025,"lang":"","type":"article","venue":"Science, Engineering and Health Studies","topic":"Antibiotics Pharmacokinetics and Efficacy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mitral regurgitation; Mitral valve; Aortic valve; Regurgitation (circulation); Amoxicillin; Endocarditis","authors":[{"name":"Yawee Sricoth","is_ca":false},{"name":"Wiwat Thavornwattanayong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04979966591253131,"gpt":0.3970287227200268,"spread":0.3472290568074955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001831386,0.0002762606,0.002975397,0.0006822047,0.000303004,0.00003315678,0.00008414675,0.00003616343,0.000001686844],"category_scores_gemma":[0.0006929433,0.000194745,0.0002119001,0.001807301,0.0005631705,0.00005444305,0.0001154503,0.0001664398,4.66735e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005005454,"about_ca_system_score_gemma":0.0001193573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001169135,"about_ca_topic_score_gemma":0.000001044601,"domain_scores_codex":[0.9979307,0.00005303558,0.0008088227,0.0004748076,0.0003307989,0.0004018089],"domain_scores_gemma":[0.9986037,0.0004726212,0.0002459022,0.0002344005,0.0002210543,0.0002223261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000008488566,0.00007642127,0.0001095197,0.9462572,0.04914826,0.0000041034,0.001235379,0.0001285049,0.0001414779,0.002664953,0.0001159572,0.0001097591],"study_design_scores_gemma":[0.001175679,0.001113859,0.0274722,0.05081856,0.9084584,0.000009522162,0.0005127407,0.009429628,0.0005542965,0.00004891317,0.00003368573,0.0003724998],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02652911,0.9634173,0.000190535,0.00817097,0.0001470194,0.001497362,0.000005718754,0.00001846529,0.00002349631],"genre_scores_gemma":[0.7448848,0.253576,0.0003305277,0.0009454502,0.00001106422,0.00002249646,4.769103e-7,0.000005740464,0.0002233938],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8954386,"threshold_uncertainty_score":0.7941472,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}