{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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"},"query_hash":"10c706ed65b7","filters":{"venue":"BioProducts Business"}},"results":[{"id":"W2398613884","doi":"","title":"Critical Factors of Competitiveness for the British Columbia Secondary Wood Products Industry","year":2016,"lang":"en","type":"article","venue":"BioProducts Business","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sustainability; Business; Critical success factor; Quality (philosophy); Manufacturing; Industrial organization; Marketing","retraction":null,"screen_n_in":null,"score":{"opus":0.0161161206368707,"gpt":0.2319155387586727,"spread":0.215799418121802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002678175,0.0001214741,0.0001779432,0.00001623429,0.0003528278,0.0002112619,0.0004025767,0.0001027914,0.004817883],"category_scores_gemma":[0.0009368216,0.00009766116,0.00003844391,0.0005326575,0.0008818778,0.0003527332,0.0002353186,0.00009354591,0.00008875538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004519872,"about_ca_system_score_gemma":0.00004229362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009590495,"about_ca_topic_score_gemma":0.002877421,"domain_scores_codex":[0.9987602,0.00002860865,0.000214606,0.000426606,0.0002359761,0.000333979],"domain_scores_gemma":[0.9991427,0.0001621165,0.00008030699,0.0004424415,0.0001184997,0.0000539194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008136099,0.0006408757,0.6488298,0.000744203,0.00009642269,0.00001332293,0.0002168206,0.0000192217,0.03555641,0.001300455,0.2210148,0.09148633],"study_design_scores_gemma":[0.0003163496,0.00003210637,0.8175947,0.0000737294,0.00002879003,0.00000631177,0.00002272919,0.000002744233,0.003261784,0.0002222594,0.1782588,0.0001797247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909088,0.00009195795,0.00005483778,0.005095423,0.0007620463,0.0005980394,0.000130151,0.00004078471,0.002317948],"genre_scores_gemma":[0.9720157,0.00002604485,0.0001677574,0.0001133081,0.0003412036,0.00003753411,0.00001140835,0.00002373991,0.02726326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1687649,"threshold_uncertainty_score":0.9970047,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2892150459","doi":"","title":"Understanding SME Success in the Value-added Forest Products Sector: Insights from British Columbia","year":2018,"lang":"en","type":"article","venue":"BioProducts Business","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Product (mathematics); Forest product; Value (mathematics); Added value; Point (geometry); Marketing; Forest management; Forestry; Geography; Finance","retraction":null,"screen_n_in":null,"score":{"opus":0.04195867462115793,"gpt":0.220735701518515,"spread":0.1787770268973571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000296358,0.0001791522,0.0001907818,0.0000548094,0.0003926665,0.0006679505,0.0007530652,0.00007861083,0.001794106],"category_scores_gemma":[0.000177101,0.000187372,0.00002622995,0.002083251,0.0006312511,0.000589755,0.0002960417,0.0001273282,0.0007748792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002311954,"about_ca_system_score_gemma":0.00002833476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1804822,"about_ca_topic_score_gemma":0.3056676,"domain_scores_codex":[0.9979884,0.00009241625,0.0002632199,0.0007279264,0.0004825785,0.0004454816],"domain_scores_gemma":[0.9990554,0.00003306515,0.0001096234,0.0007113517,0.00003781668,0.0000527843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005015909,0.000399453,0.5338802,0.00008521051,0.00003508577,0.0001146655,0.002681261,0.0001974669,0.003648546,0.00145429,0.4563347,0.001118948],"study_design_scores_gemma":[0.0004411516,0.00003674015,0.9223695,0.00004819314,0.00002142918,0.000009553903,0.00007127615,0.0001525354,0.0001480657,0.005160625,0.07120679,0.0003341585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803231,0.00007856447,0.0000239611,0.00206025,0.0008788534,0.0006290887,0.00001283829,0.00007379495,0.01591948],"genre_scores_gemma":[0.9942263,0.00002323089,0.0001600043,0.0006630118,0.001320259,0.00002344307,0.00005694935,0.00003050687,0.00349626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3884892,"threshold_uncertainty_score":0.9991184,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2912741533","doi":"","title":"Economic Evaluations of Tree Improvement for Planted Forests: A Systematic Review","year":2019,"lang":"en","type":"review","venue":"BioProducts Business","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Tree breeding; Reforestation; Valuation (finance); Genetic gain; Agroforestry; Incentive; Productivity; Business; Ecosystem services; Stock (firearms); Tree (set theory); Economics; Geography; Ecology; Ecosystem; Environmental science; Woody plant; Biology; Genetic variation; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.0460649190333224,"gpt":0.3271194321973512,"spread":0.2810545131640289,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008021541,0.0004192548,0.002153948,0.0001379806,0.00005393683,0.00002750952,0.0006789382,0.0001082187,0.0006981983],"category_scores_gemma":[0.0002997235,0.0003031178,0.0003322469,0.0005195172,0.00008729703,0.0001478521,0.0002485523,0.00006510004,0.002613247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003399721,"about_ca_system_score_gemma":0.0001224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600548,"about_ca_topic_score_gemma":0.000121876,"domain_scores_codex":[0.9976387,0.00006479294,0.001132519,0.0006040087,0.0002565676,0.0003033924],"domain_scores_gemma":[0.9975202,0.00008521268,0.001138553,0.001168979,0.00004133736,0.00004573548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002327584,0.00003892286,0.000003148764,0.9340672,0.000119162,2.812097e-7,0.000006882744,0.000009202789,0.000001014473,0.0001482916,0.01976127,0.0458423],"study_design_scores_gemma":[0.000182705,0.00005324789,0.00002278346,0.3231726,0.004555199,0.000005615938,0.00000100171,0.00005165398,0.000001588046,0.0000270835,0.6715416,0.0003849836],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008478509,0.9860604,0.00001621075,0.0001317422,0.0005310948,0.01191426,0.0002170057,0.00002816287,0.001092642],"genre_scores_gemma":[0.000005060944,0.9882529,0.0001116069,0.00006434116,0.0001548569,0.001254167,0.0005506029,0.00005432079,0.009552083],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6517803,"threshold_uncertainty_score":0.9999421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2802593731","doi":"","title":"Awareness, Perceptions and Willingness to Adopt CLT by U.S. Engineering Firms","year":2018,"lang":"en","type":"article","venue":"BioProducts Business","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cross laminated timber; Product (mathematics); Business; Perception; Marketing; Engineering; Psychology; Civil engineering; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.006291293711070226,"gpt":0.2036196096738917,"spread":0.1973283159628215,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006311692,0.0002322325,0.0002052981,0.0001401101,0.0001133491,0.00008598035,0.0001333945,0.00007842442,0.0000925548],"category_scores_gemma":[0.00006854804,0.000224647,0.00002619853,0.001060487,0.00005373131,0.000191531,0.00003708003,0.00008121131,0.00006774072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004130922,"about_ca_system_score_gemma":0.00001198851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006303604,"about_ca_topic_score_gemma":0.00001090995,"domain_scores_codex":[0.9990721,0.00000421176,0.0001902307,0.0003219884,0.0001360649,0.0002754016],"domain_scores_gemma":[0.9993306,0.00001015566,0.00001507925,0.0003095553,0.0001982113,0.0001363796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001951541,0.00003762267,0.005621374,0.0006342732,0.0002033382,0.000006151651,0.001190301,0.3142781,0.6176896,0.0003390445,0.02725894,0.03272175],"study_design_scores_gemma":[0.0006917557,0.00007774096,0.3197259,0.0002432047,0.0001566316,0.00007630236,0.000273392,0.4357552,0.09441277,0.00003248112,0.1463349,0.002219668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8920523,0.0004442469,0.1050614,0.000470144,0.001025814,0.0001204497,0.00002704654,0.0007257086,0.00007291003],"genre_scores_gemma":[0.9963127,0.0000814846,0.002638377,0.0000564121,0.0006081285,0.00001573508,0.00004320559,0.0000529113,0.0001910864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5232769,"threshold_uncertainty_score":0.9160841,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2930191405","doi":"","title":"The V-factor: A new metric for gauging the efficiency & profitability of manufacturing processes for the bioeconomy","year":2019,"lang":"en","type":"article","venue":"BioProducts Business","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","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 British Columbia","funders":"","keywords":"Profitability index; Metric (unit); Environmental economics; Biomass (ecology); Resource (disambiguation); Industrial organization; Estimation; Business; Sustainable development; Tonne; Natural resource economics; Economics; Computer science; Engineering; Marketing; Finance; Waste management; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.01900604694553296,"gpt":0.2195129699312114,"spread":0.2005069229856785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009426167,0.0001662579,0.0001976324,0.00001313078,0.0006849556,0.0001331392,0.0006890901,0.0000570496,0.00004036355],"category_scores_gemma":[0.0007863759,0.00004007425,0.00008761351,0.000569951,0.0001742834,0.0001340141,0.0001082121,0.00006530642,0.000004188683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004950292,"about_ca_system_score_gemma":0.000177068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002444545,"about_ca_topic_score_gemma":0.0001673586,"domain_scores_codex":[0.9987466,0.00002674964,0.0003279748,0.0004187281,0.0001117409,0.0003682589],"domain_scores_gemma":[0.9974845,0.001584976,0.0001948098,0.0002328751,0.0004678911,0.0000349364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003857699,0.0002307323,0.03267563,0.001300805,0.0001117336,8.534585e-8,0.0007542869,0.00008666484,0.007184662,0.001612099,0.0009985862,0.9546589],"study_design_scores_gemma":[0.000251003,0.0001185226,0.5730554,0.00001941128,0.00002626594,0.000002129171,0.001492709,0.0000281994,0.0851187,0.001607683,0.3380358,0.0002441499],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563972,0.001605453,0.0001159577,0.0378778,0.0004819125,0.003419263,0.000030663,0.00002769363,0.00004410065],"genre_scores_gemma":[0.9983119,0.00005452703,0.0001235876,0.0001235247,0.0002971012,0.0001928197,0.000009370703,0.000001759796,0.0008853612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9544148,"threshold_uncertainty_score":0.5268194,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407622855","doi":"10.22382/bpb-2024-003","title":"Bioenergy Discourse: A Comparison Across Media and Technologies","year":2024,"lang":"en","type":"article","venue":"BioProducts Business","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Bioenergy; Sociology; Political science; Renewable energy; Biology; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.3785927667155575,"gpt":0.4879748242946579,"spread":0.1093820575791005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003683538,0.00008536075,0.0001097106,0.00007519119,0.0003888426,0.0002855902,0.0002183316,0.00009803435,0.00008130857],"category_scores_gemma":[0.0003150729,0.00007228013,0.00001480733,0.0008793319,0.0007639997,0.000225239,0.0001379966,0.0000876959,0.00005765667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004207559,"about_ca_system_score_gemma":0.00004917724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001233763,"about_ca_topic_score_gemma":0.004194458,"domain_scores_codex":[0.9992285,0.0000394727,0.0001181506,0.000246561,0.0001588636,0.0002085007],"domain_scores_gemma":[0.9994951,0.00005346596,0.00002759797,0.0002746216,0.0001178625,0.00003130773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001041379,0.00008933492,0.004820339,0.0001588642,0.00001540212,0.000005685397,0.08184226,0.000001969275,0.006500481,0.04465092,0.00515014,0.8567542],"study_design_scores_gemma":[0.0001024909,0.000007210237,0.02975082,0.0001547242,0.00001482052,0.000004712151,0.08527312,0.0001003501,0.0005426276,0.001301398,0.882478,0.0002697151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8800067,0.01246412,0.00005820798,0.1022532,0.00149383,0.0001595273,0.00003385401,0.001091485,0.002439098],"genre_scores_gemma":[0.9860713,0.0127749,0.0001430007,0.00003178035,0.000336146,0.00001385414,0.00004189952,0.00001005191,0.0005770753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8773279,"threshold_uncertainty_score":0.2990702,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2955970551","doi":"","title":"Business Transformation in the British Columbia Forest Industry","year":2019,"lang":"en","type":"article","venue":"BioProducts Business","topic":"Forest Management and Policy","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":"University of British Columbia","funders":"","keywords":"Business; Benchmarking; Diversification (marketing strategy); Transformational leadership; Business transformation; Competitive advantage; Industrial organization; Marketing; Business model; Business relationship management; Electronic business; Economics; Management","retraction":null,"screen_n_in":null,"score":{"opus":0.008212156995172472,"gpt":0.195882311035775,"spread":0.1876701540406025,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003287731,0.00009527569,0.0001104022,0.00002642453,0.0001627333,0.0006044687,0.0003956226,0.0001098176,0.002906039],"category_scores_gemma":[0.00004034329,0.0001031722,0.00001784619,0.001796497,0.0001073046,0.0006216897,0.00007261058,0.0001628709,0.001777334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000500786,"about_ca_system_score_gemma":0.00001404916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08905099,"about_ca_topic_score_gemma":0.07157809,"domain_scores_codex":[0.9989375,0.00003003062,0.0001875127,0.0002744217,0.0002905548,0.0002799877],"domain_scores_gemma":[0.9995315,0.00000980089,0.00005423201,0.0003560173,0.00002372244,0.00002472791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001021232,0.0001421448,0.9189848,0.0001040455,0.000004033597,0.00001432617,0.000422695,0.001707041,0.0002961085,0.0001057931,0.06579061,0.01241819],"study_design_scores_gemma":[0.0002857367,0.000007454473,0.8683428,0.00002913194,0.000005121355,0.00001657531,0.00004005254,0.00010344,0.000006169617,0.000141083,0.1308828,0.0001397308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611273,0.000019258,0.000003866922,0.002502287,0.000327881,0.000582282,0.000004296022,0.00003181254,0.03540104],"genre_scores_gemma":[0.9833319,0.00002045705,0.00002991308,0.0005228995,0.0001450321,0.00002300606,0.00004012955,0.0000129475,0.01587378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06509215,"threshold_uncertainty_score":0.9989999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}