{"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":"e5535ddaca16","filters":{"venue":"Quality of life in Asia"}},"results":[{"id":"W4409254178","doi":"10.1007/978-981-96-0817-1_4","title":"Financial Considerations in Primary Healthcare After COVID-19","year":2025,"lang":"en","type":"book-chapter","venue":"Quality of life in Asia","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Finance; Business; Health care; Primary care; Medicine; Economics; Family medicine; Economic growth; Internal medicine; Infectious disease (medical specialty); Disease","authors":[{"name":"Cao Yu","is_ca":false},{"name":"Carolyn Chow","is_ca":false},{"name":"Jethro Cheuk Sau Au","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1680567724897901,"gpt":0.3581959829454869,"spread":0.1901392104556968,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003658989,0.000295344,0.0004539413,0.0007362447,0.001573339,0.006056638,0.0006767414,0.004841505,0.01083403],"category_scores_gemma":[0.01150116,0.0002440387,0.000551416,0.001403964,0.001495707,0.002952407,0.001661512,0.006119727,0.0009042399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005941306,"about_ca_system_score_gemma":0.008871091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02162167,"about_ca_topic_score_gemma":0.04006118,"domain_scores_codex":[0.9979765,0.000675944,0.0001052131,0.0001224589,0.0004539694,0.0006659158],"domain_scores_gemma":[0.9963068,0.001545123,0.0003024436,0.0001082196,0.0008234397,0.0009140823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001217441,0.0001099071,0.007134989,0.0001527658,0.000029099,0.0008404105,0.001729278,0.0008520164,0.0001612982,0.5789744,0.3120343,0.09785987],"study_design_scores_gemma":[0.00005747452,0.0002544826,0.05044199,0.00147786,0.00003937532,0.0009460492,0.003162842,0.001658842,0.0003143037,0.2099297,0.7316442,0.00007281782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02846464,0.06132071,0.001163527,0.5745496,0.008502782,0.0000489937,0.0007304679,0.00004093756,0.3251783],"genre_scores_gemma":[0.5505959,0.03968926,0.001260218,0.1462848,0.0168445,0.0001520632,0.0007854379,0.00009603267,0.2442917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02162167,"threshold_uncertainty_score":0.04310739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409254540","doi":"10.1007/978-981-96-0817-1_38","title":"Application of Assisted Technology to Facilitate Dementia Care—A Collaborative Model from the “eMemory Kits”","year":2025,"lang":"en","type":"book-chapter","venue":"Quality of life in Asia","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Dementia; Medicine; Psychology; Computer science; Internal medicine","authors":[{"name":"Florence Fong Meng Soi","is_ca":false},{"name":"Zilin Li","is_ca":true},{"name":"Karen Siu‐Lan Cheung","is_ca":false},{"name":"Anita M.‐Y. Wong","is_ca":false},{"name":"Chak Kwan Chan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0635281555516477,"gpt":0.3539698951667334,"spread":0.2904417396150857,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001388373,0.000482209,0.0002146271,0.0009327551,0.0009118193,0.003851566,0.001262646,0.001635293,0.005184246],"category_scores_gemma":[0.001160591,0.0002311018,0.0005700687,0.0009052171,0.002291379,0.003599201,0.003724808,0.002003269,0.001656017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001099127,"about_ca_system_score_gemma":0.002502798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001852479,"about_ca_topic_score_gemma":0.003831166,"domain_scores_codex":[0.9991341,0.0004035652,0.00004074313,0.00006630515,0.0002962957,0.0000589385],"domain_scores_gemma":[0.9994484,0.000292487,0.00002766404,0.00006687133,0.00007234626,0.00009225753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002798515,0.0002169144,0.0009407587,0.000403407,0.00001814777,0.0003909306,0.01401076,0.00067989,0.001069934,0.3268208,0.09011668,0.5653038],"study_design_scores_gemma":[0.00001548719,0.0001996975,0.002340341,0.0007400109,0.00001616483,0.001675004,0.003513647,0.00181099,0.0009929244,0.05949515,0.9291733,0.00002730412],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01561594,0.024406,0.07155486,0.01397354,0.002190148,0.0002974754,0.0001111431,0.0004457693,0.8714051],"genre_scores_gemma":[0.2152669,0.04000266,0.1804293,0.009356198,0.001015992,0.0008228164,0.0003798856,0.0003693426,0.5523568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005184246,"threshold_uncertainty_score":0.01734298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}