{"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":"5f6c5ece212b","filters":{"venue":"Journal of Forest Planning"}},"results":[{"id":"W642687252","doi":"10.20659/jfp.16.special_issue_121","title":"Developing Forest Models from Longitudinal Data : A Case Study Assessing the Need to Account for Correlated and/or Heterogeneous Error Structures under a Nonlinear Mixed Model Framework(<Special Issue>Multipurpose Forest Management)","year":2011,"lang":"en","type":"article","venue":"Journal of Forest Planning","topic":"Forest ecology and management","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Environment and Protected Areas","funders":"","keywords":"Heteroscedasticity; Mixed model; Nonlinear system; Econometrics; Errors-in-variables models; Computer science; Statistics; Mathematics; Standard error; Applied mathematics; Algorithm","authors":[{"name":"Shongming Huang","is_ca":true},{"name":"Yuqing Yang","is_ca":true},{"name":"Shawn X. Meng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1185202807417497,"gpt":0.3399769579182816,"spread":0.2214566771765319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02958737,0.0008445237,0.0007983925,0.0008663668,0.000637204,0.00148266,0.00149296,0.001194973,0.001060802],"category_scores_gemma":[0.05420277,0.0005630361,0.001255453,0.001298644,0.0006669562,0.002197528,0.001596753,0.001635183,0.0002335632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326108,"about_ca_system_score_gemma":0.001814531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01455115,"about_ca_topic_score_gemma":0.02297797,"domain_scores_codex":[0.9921712,0.006832534,0.0001629091,0.0004047223,0.0002953188,0.0001332977],"domain_scores_gemma":[0.9387911,0.05560417,0.001706249,0.00172385,0.001886623,0.0002880667],"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":[0.0003608492,0.0003836965,0.06520237,0.0002545685,0.0003237982,0.0005357032,0.0009056815,0.829837,0.0008612573,0.0174942,0.001114854,0.08272609],"study_design_scores_gemma":[0.00002128379,0.0001498365,0.003655804,0.00003843725,0.0000419742,0.00006950523,0.0001918896,0.9833082,0.0005963629,0.01102267,0.000868477,0.0000354998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3110131,0.0004683708,0.6854254,0.0008345627,0.0000417638,0.000227876,0.0003993209,0.0002899707,0.00129964],"genre_scores_gemma":[0.6113812,0.00026794,0.3864281,0.0001095044,0.00003742554,0.0003297743,0.0005037789,0.00007396864,0.000868237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02958737,"threshold_uncertainty_score":0.1564748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W9941716","doi":"10.20659/jfp.13.special_issue_279","title":"Stability of Surface LiDAR Height Estimates on a Point and Polygon Basis(<Special Issue>Silvilaser)","year":2008,"lang":"en","type":"article","venue":"Journal of Forest Planning","topic":"Remote Sensing and LiDAR Applications","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":"Natural Resources Canada; University of British Columbia; Canadian Forest Service","funders":"","keywords":"Lidar; Polygon (computer graphics); Remote sensing; Environmental science; Consistency (knowledge bases); Tree canopy; Forest inventory; Ranging; Canopy; Mathematics; Geography; Geodesy; Computer science; Forest management; Geometry","authors":[{"name":"Michael A. Wulder","is_ca":true},{"name":"Steen Magnussen","is_ca":true},{"name":"David J. Harding","is_ca":false},{"name":"Nicholas C. Coops","is_ca":true},{"name":"Paul Boudewyn","is_ca":true},{"name":"David Seemann","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0158835017619912,"gpt":0.2410187735417626,"spread":0.2251352717797714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003480028,0.0001502446,0.0002900237,0.001647545,0.0002697118,0.001113173,0.0004419437,0.0002135906,0.001041616],"category_scores_gemma":[0.01189476,0.0001475202,0.0002266164,0.001825454,0.0003193287,0.0007121473,0.0007135053,0.000290769,0.0005545071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004963519,"about_ca_system_score_gemma":0.000481175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01619175,"about_ca_topic_score_gemma":0.02337706,"domain_scores_codex":[0.9980677,0.0003409683,0.0001960341,0.0004486652,0.0008521384,0.00009445575],"domain_scores_gemma":[0.9899921,0.003268804,0.001717388,0.001187037,0.003715016,0.0001196064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003057711,0.00002608311,0.8722917,0.00005141178,0.0001854505,0.00009610822,0.0004554106,0.01024839,0.007271153,0.0003884073,0.001743698,0.1069364],"study_design_scores_gemma":[0.000009835288,0.00010072,0.9534851,0.0000237015,0.00004045711,0.0001979733,0.0005200487,0.03889103,0.004248784,0.0002731716,0.002177538,0.00003157818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758178,0.0001895061,0.01781541,0.00006248496,0.00002672779,0.00004195931,0.002684665,0.0002563656,0.003104949],"genre_scores_gemma":[0.9870386,0.00005179542,0.009737344,0.000018254,0.00001291028,0.00001897915,0.002497679,0.00005768655,0.0005666304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01619175,"threshold_uncertainty_score":0.03219503,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3035473234","doi":"10.20659/jfp.22.2_29","title":"Does Resilience of the Forest Bring Prosperity to Local Regions?","year":2018,"lang":"en","type":"article","venue":"Journal of Forest Planning","topic":"French Urban and Social Studies","field":"Social Sciences","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":"Sustainability; Forest management; Certified wood; Prosperity; Sustainable forest management; Geography; Environmental resource management; Business; Forestry; Agroforestry; Ecology; Environmental science; Economics; Economic growth","authors":[{"name":"Naoto Matsumura","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03229503691478282,"gpt":0.2993542299100053,"spread":0.2670591929952225,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007696596,0.0001521031,0.0002765305,0.0009951011,0.00154728,0.00257812,0.0004690597,0.0005792522,0.004361796],"category_scores_gemma":[0.00177954,0.0001144811,0.0002135715,0.001182584,0.006184816,0.005091983,0.001759218,0.0006858835,0.0003343286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001965203,"about_ca_system_score_gemma":0.00125408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01567796,"about_ca_topic_score_gemma":0.04260636,"domain_scores_codex":[0.9995922,0.0001099803,0.00001404004,0.00007568869,0.00004065706,0.0001673591],"domain_scores_gemma":[0.9988936,0.0001843419,0.0003233188,0.00009147882,0.0001677359,0.0003396255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002368041,0.0001133103,0.3824086,0.001291796,0.0003151193,0.002518752,0.04871018,0.002473057,0.002421604,0.3152259,0.01688936,0.2273956],"study_design_scores_gemma":[0.00000684219,0.000144584,0.7038725,0.000559937,0.0001022501,0.0007737529,0.1250808,0.0007656266,0.0005311408,0.07614973,0.09193242,0.00008046904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8009045,0.01250695,0.002055047,0.05906243,0.0002222874,0.00002660824,0.000449458,0.00003779775,0.124735],"genre_scores_gemma":[0.9962364,0.002134041,0.0001607539,0.0002886983,0.00004565593,0.000003720975,0.00004230997,0.000005919051,0.001082637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01567796,"threshold_uncertainty_score":0.03117341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2263262012","doi":"10.20659/jfp.16.special_issue_133","title":"Multi-scale Forest Inventory and Modelling for Multi-purpose Management(<Special Issue>Multipurpose Forest Management)","year":2011,"lang":"en","type":"article","venue":"Journal of Forest Planning","topic":"Forest Biomass Utilization and Management","field":"Engineering","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":"Sustainable forest management; Environmental resource management; Negotiation; Business; Deforestation (computer science); Forest management; Scale (ratio); Environmental economics; Sustainable management; Forest inventory; Certified wood; Environmental science; Sustainability; Economics; Computer science; Agroforestry; Geography","authors":[{"name":"Cris Brack","is_ca":false},{"name":"Chris McElhinny","is_ca":false},{"name":"Robert Waterworth","is_ca":false},{"name":"Simon Roberts","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05156424951867485,"gpt":0.2535814326208294,"spread":0.2020171831021546,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001587394,0.000695954,0.0007993943,0.0008788497,0.0005686569,0.002489884,0.001824818,0.001944485,0.01310667],"category_scores_gemma":[0.002172871,0.00083753,0.001889455,0.001728555,0.000368975,0.002247294,0.00133348,0.001543549,0.003761043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009792144,"about_ca_system_score_gemma":0.001578908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01716052,"about_ca_topic_score_gemma":0.01775567,"domain_scores_codex":[0.9996068,0.0001164836,0.00003818195,0.00007780402,0.0001167667,0.00004402547],"domain_scores_gemma":[0.9990896,0.0003214721,0.0001199954,0.0001866111,0.0001971551,0.00008520161],"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":[0.00004232577,0.00006504057,0.005303399,0.0002625736,0.0001272303,0.0001760166,0.00007791659,0.8230059,0.001204713,0.02280112,0.04477235,0.1021615],"study_design_scores_gemma":[0.000006778115,0.000007858141,0.001554578,0.0000472036,0.00001665361,0.00004552332,0.00001755194,0.9621586,0.0001923048,0.009835866,0.02609573,0.00002129176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01710346,0.002545649,0.9377394,0.001681231,0.001301071,0.0003350208,0.011351,0.003583063,0.02436011],"genre_scores_gemma":[0.3415812,0.004569977,0.6058719,0.0005852608,0.0008211865,0.001209976,0.01763371,0.002009252,0.02571755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01716052,"threshold_uncertainty_score":0.04384619,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3033130012","doi":"10.20659/jfp.20.1_27","title":"A stakeholder-driven approach to building an effective protected area network in Quebec, Canada","year":2015,"lang":"en","type":"article","venue":"Journal of Forest Planning","topic":"Conservation, Biodiversity, and Resource 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":true},"ca_institutions":"Université Laval","funders":"","keywords":"Government (linguistics); Stakeholder; Convention on Biological Diversity; Environmental resource management; Environmental planning; Geography; Marine protected area; Business; Protected area; Environmental protection; Habitat; Political science; Ecology; Biodiversity; Economics","authors":[{"name":"Nancy Gélinas","is_ca":true},{"name":"Anne Bernard","is_ca":true},{"name":"Alix Denoncourt","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04346800875838192,"gpt":0.2217471571412337,"spread":0.1782791483828518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009631737,0.0007529782,0.0004163532,0.003219456,0.02058341,0.009159412,0.004344855,0.002410549,0.01061282],"category_scores_gemma":[0.008839778,0.0004666072,0.0005908193,0.004203186,0.006582045,0.003399716,0.006208881,0.002306134,0.000616884],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1786885,"about_ca_system_score_gemma":0.2768875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9869543,"about_ca_topic_score_gemma":0.9951217,"domain_scores_codex":[0.9921352,0.003509183,0.0001564251,0.0006273118,0.001403901,0.002168009],"domain_scores_gemma":[0.9892075,0.00142281,0.0003284186,0.0002855384,0.004801644,0.003954021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001275409,0.0005022465,0.04182134,0.000772373,0.0001518876,0.003784319,0.04562829,0.0243962,0.00209123,0.4936086,0.17171,0.215406],"study_design_scores_gemma":[0.0001172805,0.000192382,0.03973468,0.001724408,0.0001081282,0.0005103757,0.1306119,0.02757138,0.0008325979,0.06627766,0.7321174,0.0002017035],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1153366,0.005251681,0.08298478,0.1155877,0.0006372276,0.004206841,0.001696886,0.0004980257,0.6738002],"genre_scores_gemma":[0.8392401,0.002140338,0.07505052,0.005165178,0.00003872652,0.0009969391,0.0008629854,0.00009257948,0.07641274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1786885,"threshold_uncertainty_score":0.9526049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}