{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"fd73f529ca4c","filters":{"venue":"APN Science Bulletin"}},"results":[{"id":"W2917062295","doi":"10.30852/sb.2019.537","title":"Ecosystem-based approach for planning research and capacity development for integrated coastal zone management in Southeast Asia","year":2019,"lang":"en","type":"article","venue":"APN Science Bulletin","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University; McMaster University; United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Ecosystem; Southeast asia; Environmental resource management; Sustainable development; Coastal ecosystem; Environmental planning; Geography; Business; Ecology; Environmental science; Biology","authors":[{"name":"Nidhi Nagabhatla","is_ca":true},{"name":"Ngo Tho Hung","is_ca":false},{"name":"Luong Thi Tuyen","is_ca":false},{"name":"Vu Tran Ngoc Cam","is_ca":false},{"name":"Juliet Dhanraj","is_ca":true},{"name":"Nguyen Thi Thien","is_ca":false},{"name":"Fredric William Swierczek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04159754655982612,"gpt":0.2715190032807853,"spread":0.2299214567209591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00270104,0.0004130784,0.0003490817,0.00280267,0.001268287,0.003952333,0.001495866,0.0009186464,0.006820976],"category_scores_gemma":[0.003383238,0.0003382869,0.000529989,0.003055489,0.001496297,0.002923571,0.003021355,0.001125948,0.0002611749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00670434,"about_ca_system_score_gemma":0.01037727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02738927,"about_ca_topic_score_gemma":0.08207668,"domain_scores_codex":[0.998922,0.0007065123,0.00005838763,0.00009167303,0.0001304457,0.00009116267],"domain_scores_gemma":[0.9987656,0.0005086759,0.0001068323,0.00007215219,0.0003628239,0.0001840181],"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":[0.00003261279,0.0002178999,0.01649411,0.0004244654,0.0001760534,0.0008475584,0.003936496,0.2421183,0.0006628949,0.6043556,0.01118732,0.1195467],"study_design_scores_gemma":[0.00003450814,0.00009928383,0.008594172,0.0006266374,0.00011286,0.0002337178,0.02376013,0.3763424,0.0005168053,0.5190454,0.07058205,0.00005195033],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1476118,0.004210303,0.5874001,0.02355058,0.0003813028,0.0009581395,0.001306576,0.0003054395,0.2342758],"genre_scores_gemma":[0.7963922,0.002290556,0.1900847,0.000360149,0.00005797457,0.0007477207,0.0003236474,0.0000532659,0.009689715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02738927,"threshold_uncertainty_score":0.05445969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396981183","doi":"10.30852/sb.2024.2492","title":"Climate change research, capacity building and communication on climate extremes over South Asia","year":2024,"lang":"en","type":"article","venue":"APN Science Bulletin","topic":"Climate variability and models","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact; SickKids Foundation","funders":"Asia-Pacific Network for Global Change Research","keywords":"Climate change; South asia; Capacity building; Climatology; Environmental science; Environmental resource management; Geography; Ecology; Geology; Economics; Economic growth; History; Biology","authors":[{"name":"Shaukat Ali","is_ca":true},{"name":"Michelle Simões Reboita","is_ca":false},{"name":"Rida Sehar Kiani","is_ca":true},{"name":"Muhammad Arif Goheer","is_ca":true},{"name":"Alia Saeed","is_ca":true},{"name":"Sher Muhammad","is_ca":false},{"name":"Firdos Khan","is_ca":false},{"name":"MM Rahman","is_ca":false},{"name":"Madan L. Shreshta","is_ca":false},{"name":"Li Dan","is_ca":false},{"name":"Zulfiqar A Bhutta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1198234987096285,"gpt":0.3405301322196268,"spread":0.2207066335099983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006414595,0.0002889321,0.0002561395,0.0007142778,0.004046809,0.004070961,0.0009060295,0.001189564,0.006718024],"category_scores_gemma":[0.006432651,0.0001788749,0.0002788183,0.001757965,0.003046901,0.003975284,0.009846741,0.002042384,0.0003702463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004095498,"about_ca_system_score_gemma":0.01687113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01592591,"about_ca_topic_score_gemma":0.01470945,"domain_scores_codex":[0.997566,0.00148143,0.00008292161,0.0001427308,0.0002559276,0.0004710417],"domain_scores_gemma":[0.9913959,0.005660418,0.0007977564,0.0006024176,0.0006355733,0.0009079898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002670958,0.0006323167,0.1164759,0.002291269,0.0001488064,0.008220269,0.3427831,0.02098755,0.005725636,0.1905609,0.036375,0.2755321],"study_design_scores_gemma":[0.0000541884,0.000371044,0.0943919,0.002346949,0.0001288712,0.001216113,0.3600161,0.00956337,0.003480775,0.07379681,0.454508,0.0001258141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.670263,0.002600375,0.006473787,0.0897708,0.0002086769,0.0003037842,0.0003565264,0.00008705635,0.229936],"genre_scores_gemma":[0.9905484,0.002818548,0.001273964,0.0009688529,0.00004109008,0.0001321876,0.000105414,0.00001230461,0.004099196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01592591,"threshold_uncertainty_score":0.03392398,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307345920","doi":"10.30852/sb.2022.1977","title":"Supporting regional and international cooperation in research on extremes in climate prediction and projection ensembles: Workshop summary","year":2022,"lang":"en","type":"article","venue":"APN Science Bulletin","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Environment and Climate Change Canada","funders":"Asia-Pacific Network for Global Change Research","keywords":"Climatology; Climate change; Tropical cyclone; Climate extremes; Geography; Extreme weather; Meteorology; Environmental science; Oceanography; Precipitation","authors":[{"name":"June‐Yi Lee","is_ca":false},{"name":"William J. Merryfield","is_ca":true},{"name":"Sangwon Moon","is_ca":false},{"name":"Suhee Han","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1224201588434955,"gpt":0.3805733494514374,"spread":0.258153190607942,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02581881,0.001963399,0.0007376219,0.001246181,0.001609072,0.006113427,0.002652644,0.004160647,0.04844547],"category_scores_gemma":[0.01241512,0.0005301082,0.001536026,0.00092553,0.0007256634,0.002745327,0.009738776,0.006520735,0.01953815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173383,"about_ca_system_score_gemma":0.01032938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002275391,"about_ca_topic_score_gemma":0.003368422,"domain_scores_codex":[0.9948087,0.001794273,0.0002634765,0.0005836505,0.001325434,0.001224354],"domain_scores_gemma":[0.9727462,0.002570057,0.0007493476,0.001137546,0.01075859,0.01203829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004445415,0.000444497,0.0008140975,0.0006525867,0.00006460664,0.0004563777,0.001124094,0.001655233,0.003551148,0.003927201,0.9215574,0.06530838],"study_design_scores_gemma":[0.0001749271,0.0004047444,0.002572733,0.000806416,0.00004234487,0.0001265437,0.001530604,0.001200275,0.001811367,0.003763597,0.9875005,0.0000658191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04601635,0.02063272,0.04519561,0.3752539,0.3104593,0.006115342,0.009937858,0.002158426,0.1842304],"genre_scores_gemma":[0.241115,0.02843479,0.03851461,0.04500685,0.1436314,0.008248697,0.02239109,0.002741542,0.469916],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04844547,"threshold_uncertainty_score":0.1620662,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4308878544","doi":"10.30852/sb.2022.1994","title":"Facilitating knowledge sharing and co-creation between communities of climate research and its users","year":2022,"lang":"en","type":"article","venue":"APN Science Bulletin","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Environment and Climate Change Canada","funders":"Asia-Pacific Network for Global Change Research","keywords":"Climate change; Interdependence; Vulnerability (computing); Knowledge sharing; Bridging (networking); Adaptation (eye); Environmental resource management; Political science; Business; Knowledge management; Public relations; Ecology; Computer science; Psychology; Environmental science","authors":[{"name":"Xuebin Zhang","is_ca":true},{"name":"Zhihong Jiang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2987085239159146,"gpt":0.4806650983317059,"spread":0.1819565744157913,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03552463,0.0004780758,0.0005477238,0.00272281,0.007133022,0.00879024,0.002216629,0.002575571,0.01091971],"category_scores_gemma":[0.06190161,0.0005358692,0.0008976118,0.002147053,0.003606105,0.009790665,0.03146891,0.002623811,0.001629354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002726757,"about_ca_system_score_gemma":0.01487392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003957512,"about_ca_topic_score_gemma":0.006778574,"domain_scores_codex":[0.9629576,0.02906487,0.0008409568,0.00183516,0.003092343,0.002209037],"domain_scores_gemma":[0.9036335,0.05526613,0.004315177,0.01367167,0.009518514,0.01359502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006058235,0.003308906,0.06502213,0.001274604,0.0002694842,0.001778477,0.1925269,0.002829432,0.01155364,0.07617168,0.02736634,0.6172926],"study_design_scores_gemma":[0.0007346079,0.001620004,0.04231587,0.001873784,0.0002723758,0.001113706,0.1765808,0.02623864,0.008714533,0.1882828,0.5518473,0.000405619],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.537188,0.001140076,0.1879571,0.04829643,0.0007114704,0.004441758,0.0004419727,0.0008168767,0.2190063],"genre_scores_gemma":[0.9135872,0.0004046916,0.07208191,0.001340017,0.000156816,0.00170011,0.000209902,0.00008559151,0.01043385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9912097,"threshold_uncertainty_score":0.1878745,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}