{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"8a18ac8bc6a4","filters":{"venue":"FORMATH"}},"results":[{"id":"W2605313389","doi":"10.15684/formath.16.003","title":"Optimal Forest Stand Aggregation and Harvest Scheduling Using Compactly Formulated Integer Programming","year":2017,"lang":"en","type":"article","venue":"FORMATH","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Government of British Columbia","funders":"","keywords":"Integer programming; Mathematical optimization; Integer (computer science); Scheduling (production processes); Computer science; Mathematics; Programming language","authors":[{"name":"Atsushi Yoshimoto","is_ca":false},{"name":"Patrick Asante","is_ca":true},{"name":"Masashi Konoshima","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02591928044593371,"gpt":0.2781943527856759,"spread":0.2522750723397422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001215763,0.0009987687,0.001258313,0.0005685504,0.0003356415,0.001649507,0.001383862,0.0008716717,0.003052794],"category_scores_gemma":[0.002015712,0.0006138196,0.000902068,0.001233655,0.0005792329,0.001486128,0.0009058987,0.001098808,0.000311252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101323,"about_ca_system_score_gemma":0.001440909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004595918,"about_ca_topic_score_gemma":0.005923534,"domain_scores_codex":[0.9993098,0.0002692442,0.00003282488,0.0001154197,0.0001610355,0.0001116743],"domain_scores_gemma":[0.9992629,0.0004087869,0.0001357799,0.00006473116,0.00007157444,0.00005625824],"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":[0.0000229062,0.00004044151,0.0001466536,0.00003455262,0.0000131656,0.00003302579,0.000025476,0.9779343,0.0006619523,0.01146553,0.0003301905,0.009291854],"study_design_scores_gemma":[0.000005920764,0.00001836818,0.00003970355,0.000003662474,0.000003397247,0.000005405692,0.000008681274,0.9949237,0.0001779658,0.004525777,0.000285237,0.000002304289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01865305,0.000145462,0.9769145,0.0001249247,0.0000307386,0.00007465187,0.000143143,0.0001422159,0.003771422],"genre_scores_gemma":[0.4492562,0.0003027881,0.54581,0.0001127503,0.00005640458,0.0003353611,0.0004371398,0.0001333332,0.003556029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004595918,"threshold_uncertainty_score":0.01021266,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3027601803","doi":"10.15684/formath.10.235","title":"Carbon Dynamics and Optimal Forest Rotation","year":2011,"lang":"en","type":"article","venue":"FORMATH","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"","keywords":"Carbon sequestration; Stock (firearms); Carbon stock; Taiga; Environmental science; Carbon sink; Carbon fibers; Natural resource economics; Boreal; Carbon dioxide; Climate change; Ecology; Economics; Forestry; Geography; Mathematics","authors":[{"name":"Patrick Asante","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006777254817094661,"gpt":0.169924362113783,"spread":0.1631471072966883,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003284856,0.0001737461,0.0001825482,0.0002854039,0.0003667381,0.0008227038,0.00017458,0.0002682119,0.001490685],"category_scores_gemma":[0.001332843,0.0001132642,0.0001468471,0.0002663181,0.000623711,0.0006910941,0.0002621951,0.0002206756,0.0001077514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001748929,"about_ca_system_score_gemma":0.001309696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02261119,"about_ca_topic_score_gemma":0.040803,"domain_scores_codex":[0.9998894,0.00001999751,0.000002896403,0.00001722341,0.00001173848,0.00005886763],"domain_scores_gemma":[0.999805,0.00007506575,0.0000441757,0.00001024668,0.00002475318,0.00004064106],"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":[0.0001541222,0.00005108818,0.04030724,0.00002955911,0.00002869529,0.0001438382,0.00009124266,0.9032565,0.00628316,0.035266,0.0005379322,0.01385072],"study_design_scores_gemma":[0.00004081328,0.0001102548,0.05263,0.00001905092,0.00002385349,0.0001091665,0.0004413698,0.8862565,0.003439859,0.05433196,0.002565533,0.00003170691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869114,0.0001135729,0.007205037,0.0001436268,0.000003319853,0.000008562702,0.0001365416,0.00001324195,0.005464841],"genre_scores_gemma":[0.9987739,0.00003603347,0.0006778826,0.000005278214,5.927676e-7,0.000002865881,0.00004052665,0.000003974952,0.0004589414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02261119,"threshold_uncertainty_score":0.04495919,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079491410","doi":"10.15684/formath.11.45","title":"Optimal Harvest Decision Considering Carbon Stored in Forest and Wood Products, and Associated Fossil Fuel Carbon Emissions","year":2012,"lang":"en","type":"article","venue":"FORMATH","topic":"Forest Management and Policy","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":"University of Alberta","funders":"","keywords":"Carbon fibers; Carbon sequestration; Incentive; Greenhouse gas; Natural resource economics; Product (mathematics); Carbon credit; Fossil fuel; Business; Environmental science; Economics; Waste management; Ecology; Engineering; Mathematics; Carbon dioxide; Microeconomics; Biology","authors":[{"name":"Patrick Asante","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01297209666144142,"gpt":0.2261463291003328,"spread":0.2131742324388914,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001250974,0.0004765404,0.0009823701,0.0005213301,0.0004929479,0.002390098,0.0006850323,0.001397814,0.003848064],"category_scores_gemma":[0.002080831,0.0006638308,0.0007332786,0.0004923614,0.001135909,0.00183086,0.0007218775,0.001491612,0.0002049299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002368311,"about_ca_system_score_gemma":0.003236037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01304734,"about_ca_topic_score_gemma":0.01555831,"domain_scores_codex":[0.99964,0.0001165595,0.00001076662,0.00006499063,0.00003613136,0.000131581],"domain_scores_gemma":[0.998915,0.0007594652,0.0001183355,0.00002248929,0.00006046943,0.0001242435],"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":[0.0002444035,0.0001851032,0.002672996,0.00004884548,0.00003489005,0.00008409347,0.00004956682,0.9808609,0.001904516,0.009018185,0.0002732677,0.004623267],"study_design_scores_gemma":[0.0000395259,0.0001390191,0.001049135,0.000009673913,0.00001939247,0.00001209783,0.0001309855,0.9905239,0.0007317269,0.007120805,0.0002087039,0.00001498328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8463588,0.0002125804,0.1385765,0.0008869852,0.00003682377,0.0001665293,0.0002729058,0.00005908102,0.01342973],"genre_scores_gemma":[0.9807869,0.0001162958,0.01528637,0.00005302151,0.000008722162,0.00005394571,0.00006859321,0.00001253353,0.003613614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01304734,"threshold_uncertainty_score":0.0259428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406203295","doi":"10.15684/formath.24.002","title":"Optimal Corridor Connection Considering Forage Reserve within Spatially Constrained Harvest Scheduling under Area Restrictions","year":2025,"lang":"en","type":"article","venue":"FORMATH","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Government of British Columbia","funders":"","keywords":"Forage; Scheduling (production processes); Connection (principal bundle); Agricultural engineering; Computer science; Environmental science; Mathematical optimization; Mathematics; Engineering; Ecology; Biology; Geometry","authors":[{"name":"Atsushi Yoshimoto","is_ca":false},{"name":"Patrick Asante","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02409709268545763,"gpt":0.2334995061707321,"spread":0.2094024134852745,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007330239,0.0007639083,0.0009473415,0.0005288142,0.0003945957,0.001215494,0.001015511,0.0007909618,0.003144553],"category_scores_gemma":[0.001524876,0.0005158975,0.000686089,0.001227312,0.0005184206,0.00150402,0.0007593134,0.0007248071,0.0002181077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008838127,"about_ca_system_score_gemma":0.001027642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005461869,"about_ca_topic_score_gemma":0.005783042,"domain_scores_codex":[0.9995112,0.0001916118,0.00002077405,0.000103647,0.0000641313,0.0001086153],"domain_scores_gemma":[0.9994078,0.000311555,0.0001369631,0.00003474853,0.00004641516,0.00006248743],"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":[0.00003316298,0.00001849434,0.0003894727,0.00003677527,0.00001342737,0.00006016027,0.00002002586,0.9884543,0.0005764956,0.00590399,0.0002297394,0.004264024],"study_design_scores_gemma":[0.000004934082,0.00002990919,0.000195667,0.000005288326,0.000006480678,0.0000228614,0.00002183967,0.9948088,0.0001571957,0.004399819,0.0003430534,0.000004071688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1348334,0.0005556124,0.8560895,0.0002976735,0.00004558974,0.0001161286,0.0004148933,0.0001527806,0.007494472],"genre_scores_gemma":[0.8975086,0.0005001605,0.09601337,0.00005543772,0.00003598289,0.0001981699,0.000284289,0.00007305116,0.005330916],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005461869,"threshold_uncertainty_score":0.01086015,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393216053","doi":"10.15684/formath.23.001","title":"Effects of Elevation, Stand Density, and Inter-Tree Competition on Tree Sizes, Vulnerability, and Health of Planted <i>Zelkova serrata</i> and <i>Quercus glauca</i> in Reforestation","year":2024,"lang":"en","type":"article","venue":"FORMATH","topic":"Forest ecology and management","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":"University of British Columbia","funders":"","keywords":"Quercus serrata; Competition (biology); Biology; Tree (set theory); Botany; Horticulture; Forestry; Mathematics; Geography; Ecology","authors":[{"name":"Yuan-Chi Li","is_ca":false},{"name":"Ting-Yu Chan","is_ca":false},{"name":"Tzeng Yih Lam","is_ca":true},{"name":"Shing-Wang Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007497074003321858,"gpt":0.2341055424108617,"spread":0.2266084684075398,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002329883,0.0001861269,0.000154222,0.0002727477,0.0002146682,0.0002848469,0.0001631945,0.0001580285,0.0006172383],"category_scores_gemma":[0.0002425821,0.0001083286,0.000185371,0.0002133157,0.0002172298,0.0001591476,0.0002498394,0.0002259463,0.00009932288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003038073,"about_ca_system_score_gemma":0.0001365559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00626021,"about_ca_topic_score_gemma":0.02600264,"domain_scores_codex":[0.9998772,0.00002707866,0.00001055963,0.00003187131,0.00001756522,0.00003567402],"domain_scores_gemma":[0.999619,0.0000684828,0.0001286627,0.00002082672,0.00004129027,0.0001217164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003580647,0.0001338642,0.9494009,0.0000191892,0.00005416997,0.0003261905,0.0003333538,0.0002901348,0.04660678,0.0000294924,0.00003327673,0.002414742],"study_design_scores_gemma":[0.000001343945,0.00009730602,0.9992815,5.7931e-7,0.000004847724,0.000024671,0.0001071211,0.0001381143,0.0003131974,0.000005467367,0.0000246061,0.000001259703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999931,0.000007185083,0.00000866655,0.000001219544,1.687557e-7,6.141652e-7,0.00001038884,4.722388e-7,0.00004025429],"genre_scores_gemma":[0.9998246,0.000009339241,0.00002266521,0.000003236738,4.120148e-7,0.000001235446,0.00005230704,4.180814e-7,0.00008594295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00626021,"threshold_uncertainty_score":0.01244754,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}