{"meta":{"query_hash":"8a18ac8bc6a4","filters":{"venue":"FORMATH"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/8a18ac8bc6a4","api":"https://metacan.xera.ac/api/v1/cohort?venue=FORMATH"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.012972096661441425,"score_gpt":0.22614632910033283,"score_spread":0.21317423243889141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079491410","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98674953,0.00036133415,0.0000017223538,0.0001130063,0.00009409401,0.00022071699,0.000003251239,0.000033101158,0.0124232685],"genre_scores_gemma":[0.9985808,0.000070608556,0.0006080407,0.00003171194,0.000037345362,0.000012071581,0.000005607437,0.000012070648,0.00064170774],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990703,0.000024073393,0.00017899837,0.0001690353,0.00017071697,0.00038686141],"domain_scores_gemma":[0.9995978,0.00003891824,0.00006665725,0.00015080252,0.0000036007082,0.00014223592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003097176,0.0001357055,0.00013713431,0.00006663592,0.000080028025,0.000044294513,0.00007951614,0.00006554947,0.000034340414],"category_scores_gemma":[0.00013652089,0.00011704356,0.000013358027,0.000183241,0.00009834515,0.0004360511,0.00027416323,0.000115471434,0.000014093065],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023532953,0.00008015515,0.9927172,0.000028085517,0.000008026149,0.0000040127547,0.0031938795,0.00027607905,0.0003530571,0.00012647724,0.0011324368,0.0020570608],"study_design_scores_gemma":[0.0007793239,0.000063896216,0.9740502,0.000054077147,0.000018247041,0.000010027218,0.00013556983,0.013419633,0.00008852916,0.00014412291,0.011000176,0.00023619975],"about_ca_topic_score_codex":0.001041223,"about_ca_topic_score_gemma":0.0007995148,"teacher_disagreement_score":0.018667,"about_ca_system_score_codex":0.00009393011,"about_ca_system_score_gemma":0.0000073936576,"threshold_uncertainty_score":0.4772898},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.025919280445933713,"score_gpt":0.27819435278567595,"score_spread":0.2522750723397422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605313389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9901704,0.00002263646,0.0024484224,0.00006437928,0.00006258159,0.00022058228,0.0000025716324,0.000038978862,0.0069694486],"genre_scores_gemma":[0.9882855,0.000011065357,0.011141872,0.000030265179,0.00003872276,0.000003578107,0.000008392298,0.000011344584,0.0004692911],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929684,0.0000074078152,0.00014486928,0.00013328581,0.00014511132,0.00027247402],"domain_scores_gemma":[0.9995218,0.0000074771774,0.00015330412,0.00022848621,0.000005775583,0.000083147264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017434818,0.00011456819,0.000098265766,0.000035155597,0.00062489655,0.0004216958,0.0001854695,0.00004188396,0.00012937393],"category_scores_gemma":[0.000029880897,0.00009875641,0.000027940832,0.000045456676,0.0001628883,0.0016885456,0.00025919694,0.00008465058,0.00012415051],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001106724,0.0000982357,0.8552126,0.00013439766,0.000053175496,0.000018551136,0.0032393085,0.047253717,0.00047006953,0.0041290997,0.00097269495,0.08830743],"study_design_scores_gemma":[0.00079267257,0.00009979273,0.14037752,0.000107097025,0.00003152421,0.000016588645,0.00009608749,0.82472986,0.00019421952,0.0002181626,0.03303722,0.00029922184],"about_ca_topic_score_codex":0.0006520029,"about_ca_topic_score_gemma":0.00015527732,"teacher_disagreement_score":0.7774762,"about_ca_system_score_codex":0.00006645051,"about_ca_system_score_gemma":0.000005806722,"threshold_uncertainty_score":0.48062623},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.006777254817094661,"score_gpt":0.16992436211378295,"score_spread":0.1631471072966883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3027601803","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9315516,0.000004016811,0.0017249093,0.000008877027,0.000032665328,0.000059344773,0.000006413053,0.000022667859,0.066589534],"genre_scores_gemma":[0.9971729,0.000009845756,0.0024206173,0.000018000273,0.000004009589,0.00000498,0.000023096187,0.00000441992,0.00034212603],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99967265,0.000004930168,0.00007530325,0.000073029645,0.000070195696,0.00010391401],"domain_scores_gemma":[0.9998617,0.000003056708,0.000026626865,0.00006895827,0.0000016294401,0.000037999842],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000049662223,0.000051545474,0.00004029233,0.000014729196,0.000040540177,0.000009953976,0.00004913496,0.000031148244,0.000055013094],"category_scores_gemma":[0.000001672456,0.000044238262,0.000010842551,0.000044162858,0.000036453428,0.000166523,0.000052004063,0.000042972446,0.0000356451],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002681266,0.000054036347,0.9676469,0.000008499177,0.000009606183,0.000009952425,0.0036059944,0.0060024704,0.00010924974,0.011708299,0.00004635571,0.0107718045],"study_design_scores_gemma":[0.00009694812,0.000033390657,0.14788401,0.0000021984517,0.0000059625795,0.000022363352,0.000049123315,0.8508541,0.000028216802,0.00081753754,0.00013341327,0.000072740986],"about_ca_topic_score_codex":0.00027867142,"about_ca_topic_score_gemma":0.000400562,"teacher_disagreement_score":0.8448516,"about_ca_system_score_codex":0.000041725907,"about_ca_system_score_gemma":0.0000015942022,"threshold_uncertainty_score":0.1803984},"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 &lt;i&gt;Zelkova serrata&lt;/i&gt; and &lt;i&gt;Quercus glauca&lt;/i&gt; 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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.007497074003321858,"score_gpt":0.2341055424108617,"score_spread":0.22660846840753984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393216053","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946266,0.0006240921,0.0012879992,0.0004939976,0.00018935422,0.00089718815,0.000051145144,0.000056013152,0.0017736544],"genre_scores_gemma":[0.9982712,0.00084632763,0.00034981055,0.0001333308,0.00001777332,0.00003645313,0.000105915286,0.00001829552,0.00022086396],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.998128,0.00017227355,0.00058340817,0.0004505019,0.00032281302,0.00034301265],"domain_scores_gemma":[0.99915785,0.00022798916,0.00021271354,0.00025158215,0.000024103618,0.00012574228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010142553,0.00025441285,0.0004018859,0.00023123428,0.00014641603,0.00004303523,0.00013450938,0.00013350084,0.000040563787],"category_scores_gemma":[0.00007165363,0.00022754735,0.000038624145,0.00030394274,0.00039617956,0.00053245196,0.00029784083,0.00017893476,0.000013883016],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022824581,0.0023129503,0.12736273,0.013840789,0.0004002438,0.00020486258,0.019565826,0.0009125218,0.17167391,0.575792,0.022811292,0.0628404],"study_design_scores_gemma":[0.0017914688,0.0014260893,0.96967477,0.0005594992,0.00004687237,0.000034011144,0.00007776684,0.007977844,0.0017570272,0.010907077,0.0054601994,0.0002874066],"about_ca_topic_score_codex":0.000093205126,"about_ca_topic_score_gemma":0.017360792,"teacher_disagreement_score":0.84231204,"about_ca_system_score_codex":0.00029630808,"about_ca_system_score_gemma":0.00003830154,"threshold_uncertainty_score":0.9687729},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.02409709268545763,"score_gpt":0.23349950617073212,"score_spread":0.2094024134852745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406203295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65616566,0.000034977264,0.33155775,0.00007712716,0.0005781772,0.00017177202,0.000023155319,0.0007480123,0.010643402],"genre_scores_gemma":[0.94917697,0.000034091358,0.050389256,0.000079608,0.000044743847,0.00003712083,0.000029401614,0.000024386403,0.00018443803],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915034,0.000009663119,0.00038374914,0.00014795612,0.00005429399,0.00025399053],"domain_scores_gemma":[0.99953276,0.00006745625,0.00006282789,0.00023378203,0.00004028966,0.00006285594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020305811,0.00015970743,0.00019124598,0.00018974919,0.00017390816,0.00012087346,0.00011802266,0.00012603485,0.000050118073],"category_scores_gemma":[0.00006059488,0.00017970888,0.000061875115,0.00017223357,0.00004178346,0.00035205457,0.000054475044,0.0002552876,0.000015534524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020062953,0.000015192449,0.00081124227,0.00008827515,0.00007115395,0.000006327205,0.00029628098,0.9666575,0.00079734845,0.028388824,0.0025531428,0.00029460294],"study_design_scores_gemma":[0.00043699035,0.0000492167,0.0003908893,0.00014751506,0.000025167525,0.000035839115,0.000716004,0.99030477,0.004111446,0.001336597,0.0022164595,0.00022908245],"about_ca_topic_score_codex":0.00008308495,"about_ca_topic_score_gemma":0.00024799383,"teacher_disagreement_score":0.29301134,"about_ca_system_score_codex":0.00013985751,"about_ca_system_score_gemma":0.00007233055,"threshold_uncertainty_score":0.73283154},"labels":[],"label_agreement":null}]}