{"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9286523,0.0004805589,0.0001608483,0.0018441199,0.000024465498,0.00004873756,0.000102745864,0.000009346258,0.068676844],"genre_scores_gemma":[0.99651235,0.00020735293,0.00012501924,0.00011210008,0.0000041659364,0.000010280954,0.000058579244,0.0000041628514,0.0029658603],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9983883,0.00021807548,0.00004062564,0.00012447471,0.00048944727,0.0007391434],"domain_scores_gemma":[0.9960932,0.0006638825,0.0003427626,0.000044206372,0.001052527,0.0018033724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013994717,0.00031469497,0.00025581903,0.002169961,0.007644014,0.008401672,0.00065001624,0.00078961987,0.010215272],"category_scores_gemma":[0.003192794,0.00018411643,0.00019131215,0.0023596988,0.0025968407,0.0009485165,0.0016537454,0.001167787,0.0005567412],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041171996,0.0006115541,0.7949815,0.0004309017,0.000084676656,0.004148269,0.04407105,0.0012578876,0.0059029623,0.026825147,0.015404078,0.10587028],"study_design_scores_gemma":[0.000012069169,0.00011045647,0.8293854,0.00020188274,0.000027725397,0.000229246,0.12983206,0.0004892661,0.0006795295,0.0016766668,0.037295528,0.000060232644],"about_ca_topic_score_codex":0.61699617,"about_ca_topic_score_gemma":0.79611087,"teacher_disagreement_score":0.38300383,"about_ca_system_score_codex":0.019940099,"about_ca_system_score_gemma":0.032209266,"threshold_uncertainty_score":0.77051884},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99838424,0.000051731997,0.000021290885,0.00022056673,0.00000396659,0.0000056820404,0.0000457843,0.0000012498821,0.0012655566],"genre_scores_gemma":[0.9992459,0.000106048465,0.00003292034,0.00013265,0.000006400257,0.000005409526,0.00007641999,8.577957e-7,0.00039348876],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988211,0.00028844236,0.00012229665,0.00013993501,0.00038146175,0.00024675642],"domain_scores_gemma":[0.9858466,0.0035170265,0.005755,0.0003389214,0.0020459995,0.0024964842],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016698629,0.00017841192,0.0001779627,0.0011876051,0.0007768828,0.0016579705,0.00033156297,0.0008208049,0.0034617682],"category_scores_gemma":[0.007877065,0.00019471564,0.00029077425,0.001181458,0.00062813296,0.00125372,0.0008221259,0.0010010927,0.0004397172],"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":[0.00004681975,0.00029405268,0.98209816,0.000029129018,0.00002792681,0.0001952498,0.008334154,0.00012344729,0.0004879884,0.00013109152,0.0006186797,0.007613375],"study_design_scores_gemma":[0.0000031878105,0.00015940398,0.96667564,0.000035558136,0.000009891037,0.00013102988,0.03148251,0.00024310724,0.00013327226,0.00005749625,0.0010534392,0.000015347892],"about_ca_topic_score_codex":0.017562414,"about_ca_topic_score_gemma":0.020688536,"teacher_disagreement_score":0.017562414,"about_ca_system_score_codex":0.0005601146,"about_ca_system_score_gemma":0.0007079239,"threshold_uncertainty_score":0.034920394},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98682946,0.00049553264,0.000061415725,0.0008671101,0.0000036517577,0.000020624868,0.00019392767,0.0000028428935,0.011525409],"genre_scores_gemma":[0.9954401,0.0008803433,0.00010392986,0.00023838224,0.0000011556779,0.000015168104,0.00016807126,0.0000040455125,0.0031488477],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9992046,0.00010574475,0.000030874657,0.00007024718,0.00021495411,0.00037366126],"domain_scores_gemma":[0.99733436,0.00058678247,0.0001850577,0.00005460762,0.0011415959,0.0006975644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080965634,0.00030114932,0.00033258874,0.0020451029,0.0077420156,0.0037519666,0.00088828563,0.00051562284,0.0030847874],"category_scores_gemma":[0.0025851903,0.00025094167,0.0001562235,0.005050405,0.0017381046,0.0011154792,0.0021019531,0.0009923762,0.00033350062],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013953539,0.00029061103,0.7037418,0.00033588958,0.000051155148,0.0030417226,0.21283926,0.00065165054,0.0027155383,0.0038055982,0.0070831147,0.06530404],"study_design_scores_gemma":[0.0000060751954,0.00003601689,0.5512837,0.00039575153,0.000024106408,0.00019992494,0.4344562,0.00064726215,0.00035490282,0.0004713942,0.01208626,0.000038281833],"about_ca_topic_score_codex":0.991017,"about_ca_topic_score_gemma":0.9974982,"teacher_disagreement_score":0.03475408,"about_ca_system_score_codex":0.03475408,"about_ca_system_score_gemma":0.044840753,"threshold_uncertainty_score":0.2521597},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001248918,0.99665076,0.0002358659,0.00041678647,0.00009529216,0.00015822939,0.00048682827,0.0000073815545,0.0006999461],"genre_scores_gemma":[0.015872607,0.9821019,0.00087086676,0.0004844541,0.00007279035,0.00022093116,0.0002429008,0.000008004371,0.00012551824],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99039674,0.0038504691,0.0029525077,0.00048958167,0.002098665,0.00021197968],"domain_scores_gemma":[0.926647,0.060644254,0.007957444,0.00053394155,0.003709846,0.0005075193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011121804,0.0012665669,0.005108996,0.0097427545,0.00043251686,0.0029599692,0.001672587,0.0016212118,0.0063583837],"category_scores_gemma":[0.06310951,0.00063640194,0.006219385,0.009138797,0.0008817288,0.0025556341,0.0012396956,0.0015252364,0.00034076703],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050696614,0.000052080464,0.0011818655,0.8277793,0.0073552304,0.00012864202,0.00016625207,0.00038188376,0.00016300396,0.001106692,0.0031643158,0.15801378],"study_design_scores_gemma":[0.00021201745,0.00027883923,0.005053283,0.92921567,0.027535247,0.00036615116,0.0003142625,0.00021890455,0.00020832731,0.0010423481,0.03550876,0.000046163732],"about_ca_topic_score_codex":0.0057803476,"about_ca_topic_score_gemma":0.018837797,"teacher_disagreement_score":0.011121804,"about_ca_system_score_codex":0.004286197,"about_ca_system_score_gemma":0.009305312,"threshold_uncertainty_score":0.05881846},"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":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08499554,0.007881736,0.84645355,0.0013040882,0.00045318555,0.00023120333,0.0025388408,0.00102978,0.055112045],"genre_scores_gemma":[0.75630563,0.004871561,0.22650664,0.0003406185,0.00021844807,0.00025473148,0.0020610231,0.00048730223,0.008954014],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9961591,0.000693461,0.00031194973,0.00040069985,0.0021378915,0.00029689056],"domain_scores_gemma":[0.9932314,0.0031324157,0.0013160724,0.0005209853,0.0014697307,0.00032942576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036080556,0.0013700905,0.0008700059,0.006732211,0.0005211142,0.003425843,0.0011794105,0.0017552318,0.0037051858],"category_scores_gemma":[0.012751369,0.00031371092,0.0008826451,0.0052251946,0.0018460847,0.0066252835,0.001766146,0.0010856708,0.0013928297],"study_design_candidate":"theoretical_or_conceptual","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":[0.00042255395,0.00031241766,0.057621475,0.0013114985,0.00038164778,0.00046793517,0.00040705656,0.14338136,0.033542756,0.25989556,0.018932942,0.48332283],"study_design_scores_gemma":[0.000060085673,0.0014477858,0.060199548,0.0007228636,0.00021311223,0.0022267508,0.0013686096,0.3266281,0.0671161,0.3281077,0.2113258,0.00058355095],"about_ca_topic_score_codex":0.0025549487,"about_ca_topic_score_gemma":0.0018138039,"teacher_disagreement_score":0.006732211,"about_ca_system_score_codex":0.0016258515,"about_ca_system_score_gemma":0.0012240205,"threshold_uncertainty_score":0.019081473},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8720631,0.0012786464,0.0005305228,0.007857666,0.00003729548,0.00006211028,0.000081294194,0.000030471108,0.11805886],"genre_scores_gemma":[0.9785462,0.0010061276,0.00027062566,0.00078414136,0.0000067910364,0.000012058559,0.00007970917,0.000006972119,0.019287383],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99818677,0.000230308,0.000034373523,0.00011345971,0.0005405819,0.0008944594],"domain_scores_gemma":[0.997311,0.00040793399,0.00025148303,0.00006699217,0.00096106564,0.0010015661],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00092381105,0.00012592596,0.00011090087,0.0015633726,0.007404633,0.006518737,0.0005887005,0.00070412504,0.004019541],"category_scores_gemma":[0.0024303035,0.00012647542,0.00008722474,0.002869922,0.0032001368,0.0011769151,0.0019573607,0.0013218196,0.00035410654],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025905002,0.0007630011,0.3663795,0.00028158928,0.000035315785,0.0069612362,0.10812423,0.0025719923,0.007546135,0.08526619,0.042513475,0.3792982],"study_design_scores_gemma":[0.00001113747,0.00009141626,0.49680465,0.00026079174,0.00001077361,0.0004914174,0.21348189,0.002051548,0.000997265,0.0035195458,0.2821967,0.000082886996],"about_ca_topic_score_codex":0.8571551,"about_ca_topic_score_gemma":0.93836516,"teacher_disagreement_score":0.14284492,"about_ca_system_score_codex":0.039355762,"about_ca_system_score_gemma":0.047533795,"threshold_uncertainty_score":0.2873723},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9609303,0.0021010092,0.0012030088,0.0023750383,0.00010077493,0.00006475931,0.00024126009,0.000013758985,0.032970086],"genre_scores_gemma":[0.99521893,0.0019129093,0.00053845596,0.00043389018,0.00013387433,0.00009283512,0.00018319159,0.000033277778,0.0014526024],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9944425,0.0029426753,0.00047969574,0.0004356871,0.0013433155,0.0003560963],"domain_scores_gemma":[0.96472275,0.029484361,0.002757968,0.00045414385,0.0020185576,0.0005621352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006512169,0.00039138622,0.00039320864,0.009387396,0.0026122674,0.007126727,0.00048328508,0.0011722684,0.0047999187],"category_scores_gemma":[0.030109763,0.00022481792,0.00025646327,0.0064928476,0.0041656033,0.00799865,0.0050770417,0.0009587886,0.00043065578],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003431664,0.00009218133,0.05927256,0.0012176438,0.000063688785,0.00055439,0.85678625,0.000108942935,0.004563316,0.019202504,0.0010664325,0.056728944],"study_design_scores_gemma":[0.000019160361,0.000099365825,0.06574189,0.0011068005,0.000053733078,0.0003420465,0.8939443,0.00035771303,0.0014686319,0.0042394367,0.03258583,0.00004117293],"about_ca_topic_score_codex":0.0020252513,"about_ca_topic_score_gemma":0.0020170808,"teacher_disagreement_score":0.009387396,"about_ca_system_score_codex":0.001756467,"about_ca_system_score_gemma":0.0013835094,"threshold_uncertainty_score":0.03444004},"labels":[],"label_agreement":null}]}