{"meta":{"query_hash":"10c706ed65b7","filters":{"venue":"BioProducts Business"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/10c706ed65b7","api":"https://metacan.xera.ac/api/v1/cohort?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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Business; Critical success factor; Quality (philosophy); Manufacturing; Industrial organization; Marketing","score_opus":0.0161161206368707,"score_gpt":0.23191553875867266,"score_spread":0.21579941812180195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2398613884","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":[0.9909088,0.000091957954,0.00005483778,0.005095423,0.0007620463,0.00059803936,0.00013015103,0.000040784707,0.0023179485],"genre_scores_gemma":[0.97201574,0.000026044852,0.00016775736,0.00011330805,0.00034120365,0.000037534108,0.000011408351,0.000023739909,0.027263258],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987602,0.000028608647,0.00021460599,0.00042660604,0.00023597605,0.00033397903],"domain_scores_gemma":[0.9991427,0.00016211648,0.00008030699,0.0004424415,0.00011849973,0.0000539194],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002678175,0.00012147414,0.00017794324,0.000016234295,0.00035282783,0.00021126191,0.0004025767,0.0001027914,0.004817883],"category_scores_gemma":[0.0009368216,0.000097661155,0.000038443908,0.0005326575,0.00088187784,0.0003527332,0.00023531858,0.00009354591,0.000088755376],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008136099,0.00064087566,0.6488298,0.000744203,0.000096422686,0.000013322934,0.00021682064,0.0000192217,0.03555641,0.0013004554,0.22101478,0.091486335],"study_design_scores_gemma":[0.00031634961,0.00003210637,0.8175947,0.0000737294,0.000028790026,0.00000631177,0.000022729186,0.000002744233,0.0032617839,0.00022225943,0.17825878,0.00017972474],"about_ca_topic_score_codex":0.009590495,"about_ca_topic_score_gemma":0.0028774207,"teacher_disagreement_score":0.1687649,"about_ca_system_score_codex":0.00004519872,"about_ca_system_score_gemma":0.000042293617,"threshold_uncertainty_score":0.99700475},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cross laminated timber; Product (mathematics); Business; Perception; Marketing; Engineering; Psychology; Civil engineering; Mathematics","score_opus":0.006291293711070226,"score_gpt":0.2036196096738917,"score_spread":0.19732831596282147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802593731","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":[0.8920523,0.00044424686,0.105061404,0.000470144,0.0010258141,0.00012044969,0.000027046543,0.00072570855,0.00007291003],"genre_scores_gemma":[0.9963127,0.0000814846,0.0026383768,0.0000564121,0.0006081285,0.000015735079,0.000043205586,0.000052911302,0.0001910864],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990721,0.0000042117604,0.00019023073,0.0003219884,0.00013606487,0.00027540157],"domain_scores_gemma":[0.99933064,0.00001015566,0.000015079254,0.00030955527,0.0001982113,0.00013637962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000063116924,0.00023223253,0.00020529809,0.0001401101,0.000113349124,0.000085980355,0.00013339447,0.00007842442,0.0000925548],"category_scores_gemma":[0.00006854804,0.00022464704,0.000026198526,0.0010604867,0.000053731306,0.00019153098,0.000037080034,0.00008121131,0.00006774072],"study_design_candidate":"simulation_or_modeling","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":[0.000019515413,0.000037622674,0.005621374,0.0006342732,0.00020333822,0.000006151651,0.0011903011,0.31427807,0.6176896,0.00033904452,0.027258942,0.032721754],"study_design_scores_gemma":[0.00069175573,0.00007774096,0.3197259,0.00024320469,0.00015663162,0.00007630236,0.00027339198,0.43575522,0.094412774,0.000032481115,0.1463349,0.0022196677],"about_ca_topic_score_codex":0.000063036045,"about_ca_topic_score_gemma":0.000010909952,"teacher_disagreement_score":0.52327687,"about_ca_system_score_codex":0.000041309217,"about_ca_system_score_gemma":0.000011988508,"threshold_uncertainty_score":0.91608405},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.04195867462115793,"score_gpt":0.22073570151851502,"score_spread":0.17877702689735708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892150459","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":[0.98032314,0.000078564466,0.000023961104,0.0020602504,0.00087885343,0.00062908867,0.0000128382935,0.00007379495,0.015919484],"genre_scores_gemma":[0.99422634,0.000023230894,0.0001600043,0.0006630118,0.0013202592,0.000023443068,0.000056949353,0.000030506866,0.0034962597],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979884,0.000092416245,0.00026321987,0.00072792644,0.0004825785,0.00044548156],"domain_scores_gemma":[0.9990554,0.00003306515,0.00010962337,0.0007113517,0.000037816677,0.000052784297],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000296358,0.00017915221,0.00019078184,0.000054809396,0.0003926665,0.00066795055,0.00075306516,0.00007861083,0.0017941056],"category_scores_gemma":[0.00017710097,0.00018737203,0.000026229953,0.002083251,0.0006312511,0.000589755,0.00029604172,0.00012732824,0.0007748792],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050159095,0.00039945295,0.53388023,0.00008521051,0.000035085774,0.00011466551,0.0026812612,0.00019746688,0.0036485463,0.0014542897,0.45633468,0.0011189475],"study_design_scores_gemma":[0.0004411516,0.00003674015,0.9223695,0.00004819314,0.000021429185,0.000009553903,0.00007127615,0.00015253536,0.00014806565,0.0051606246,0.07120679,0.00033415854],"about_ca_topic_score_codex":0.1804822,"about_ca_topic_score_gemma":0.30566758,"teacher_disagreement_score":0.38848925,"about_ca_system_score_codex":0.0002311954,"about_ca_system_score_gemma":0.000028334758,"threshold_uncertainty_score":0.9991184},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.046064919033322396,"score_gpt":0.32711943219735123,"score_spread":0.28105451316402885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912741533","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008478509,0.9860604,0.00001621075,0.00013174224,0.0005310948,0.011914257,0.00021700567,0.000028162873,0.0010926423],"genre_scores_gemma":[0.0000050609437,0.98825294,0.000111606925,0.00006434116,0.00015485691,0.0012541666,0.00055060285,0.000054320786,0.009552083],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976387,0.00006479294,0.001132519,0.0006040087,0.00025656755,0.00030339244],"domain_scores_gemma":[0.9975202,0.000085212676,0.0011385528,0.0011689787,0.000041337356,0.00004573548],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00080215407,0.00041925482,0.0021539482,0.00013798059,0.000053936827,0.000027509519,0.00067893823,0.00010821874,0.00069819833],"category_scores_gemma":[0.0002997235,0.0003031178,0.00033224688,0.0005195172,0.00008729703,0.00014785206,0.0002485523,0.000065100045,0.002613247],"study_design_candidate":"systematic_review","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":[0.0000023275838,0.00003892286,0.000003148764,0.9340672,0.00011916196,2.8120974e-7,0.0000068827444,0.000009202789,0.0000010144734,0.00014829161,0.019761266,0.0458423],"study_design_scores_gemma":[0.00018270499,0.00005324789,0.00002278346,0.32317257,0.0045551993,0.000005615938,0.0000010017103,0.000051653977,0.0000015880464,0.000027083495,0.6715416,0.0003849836],"about_ca_topic_score_codex":0.00016005483,"about_ca_topic_score_gemma":0.000121876044,"teacher_disagreement_score":0.6517803,"about_ca_system_score_codex":0.0003399721,"about_ca_system_score_gemma":0.0001224,"threshold_uncertainty_score":0.99994206},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.019006046945532963,"score_gpt":0.21951296993121142,"score_spread":0.20050692298567846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2930191405","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":[0.9563972,0.001605453,0.000115957715,0.037877798,0.0004819125,0.0034192628,0.000030663003,0.000027693628,0.000044100645],"genre_scores_gemma":[0.99831194,0.000054527034,0.00012358764,0.00012352466,0.00029710116,0.00019281973,0.000009370703,0.000001759796,0.00088536117],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9987466,0.000026749636,0.00032797482,0.00041872807,0.00011174095,0.00036825892],"domain_scores_gemma":[0.9974845,0.0015849761,0.00019480982,0.00023287511,0.0004678911,0.0000349364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009426167,0.00016625795,0.00019763243,0.000013130783,0.00068495556,0.00013313917,0.0006890901,0.000057049598,0.00004036355],"category_scores_gemma":[0.0007863759,0.000040074254,0.00008761351,0.000569951,0.00017428344,0.0001340141,0.00010821209,0.00006530642,0.0000041886833],"study_design_candidate":"design_other","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":[0.00038576993,0.00023073234,0.032675628,0.0013008055,0.00011173358,8.534585e-8,0.00075428694,0.00008666484,0.0071846624,0.0016120989,0.0009985862,0.9546589],"study_design_scores_gemma":[0.00025100296,0.00011852256,0.57305545,0.000019411278,0.000026265936,0.0000021291712,0.0014927087,0.000028199396,0.085118696,0.0016076829,0.33803582,0.00024414985],"about_ca_topic_score_codex":0.00024445448,"about_ca_topic_score_gemma":0.00016735861,"teacher_disagreement_score":0.9544148,"about_ca_system_score_codex":0.00004950292,"about_ca_system_score_gemma":0.00017706802,"threshold_uncertainty_score":0.5268194},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.008212156995172472,"score_gpt":0.195882311035775,"score_spread":0.18767015404060253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955970551","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":[0.9611273,0.000019258005,0.0000038669223,0.0025022866,0.00032788102,0.00058228197,0.0000042960223,0.00003181254,0.035401043],"genre_scores_gemma":[0.98333186,0.00002045705,0.000029913084,0.0005228995,0.00014503213,0.00002300606,0.00004012955,0.0000129474965,0.015873777],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989375,0.000030030622,0.00018751273,0.00027442168,0.0002905548,0.00027998767],"domain_scores_gemma":[0.9995315,0.00000980089,0.000054232012,0.00035601726,0.000023722438,0.000024727913],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00032877305,0.00009527569,0.000110402165,0.000026424534,0.00016273325,0.0006044687,0.00039562257,0.00010981759,0.0029060391],"category_scores_gemma":[0.000040343293,0.000103172184,0.00001784619,0.001796497,0.00010730457,0.0006216897,0.00007261058,0.00016287093,0.0017773343],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010212322,0.0001421448,0.9189848,0.00010404551,0.0000040335967,0.000014326169,0.000422695,0.0017070413,0.00029610854,0.00010579313,0.06579061,0.012418192],"study_design_scores_gemma":[0.00028573672,0.0000074544732,0.86834276,0.000029131943,0.0000051213547,0.000016575312,0.000040052535,0.00010344004,0.0000061696173,0.00014108303,0.13088275,0.00013973082],"about_ca_topic_score_codex":0.089050986,"about_ca_topic_score_gemma":0.07157809,"teacher_disagreement_score":0.06509215,"about_ca_system_score_codex":0.0000500786,"about_ca_system_score_gemma":0.000014049165,"threshold_uncertainty_score":0.9989999},"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,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Bioenergy; Sociology; Political science; Renewable energy; Biology; Ecology","score_opus":0.37859276671555747,"score_gpt":0.48797482429465794,"score_spread":0.10938205757910047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407622855","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":[0.8800067,0.012464125,0.000058207977,0.102253206,0.0014938295,0.00015952726,0.000033854012,0.0010914847,0.002439098],"genre_scores_gemma":[0.9860713,0.012774898,0.0001430007,0.00003178035,0.00033614598,0.00001385414,0.000041899522,0.000010051915,0.00057707535],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992285,0.0000394727,0.00011815064,0.00024656096,0.0001588636,0.0002085007],"domain_scores_gemma":[0.99949515,0.000053465963,0.000027597966,0.00027462156,0.0001178625,0.00003130773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036835382,0.00008536075,0.0001097106,0.000075191194,0.00038884257,0.00028559024,0.00021833155,0.00009803435,0.00008130857],"category_scores_gemma":[0.00031507286,0.00007228013,0.000014807335,0.0008793319,0.0007639997,0.00022523898,0.00013799663,0.0000876959,0.000057656667],"study_design_candidate":"not_applicable","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":[0.000010413789,0.00008933492,0.0048203394,0.00015886418,0.00001540212,0.000005685397,0.08184226,0.0000019692745,0.0065004807,0.044650923,0.0051501403,0.8567542],"study_design_scores_gemma":[0.00010249091,0.0000072102366,0.029750824,0.00015472424,0.000014820524,0.000004712151,0.085273124,0.000100350146,0.0005426276,0.001301398,0.882478,0.00026971512],"about_ca_topic_score_codex":0.0012337627,"about_ca_topic_score_gemma":0.0041944585,"teacher_disagreement_score":0.87732786,"about_ca_system_score_codex":0.00004207559,"about_ca_system_score_gemma":0.00004917724,"threshold_uncertainty_score":0.2990702},"labels":[],"label_agreement":null}]}