{"id":"W7071006623","doi":"","title":"Review of “Sustainable” Management Certifications for North American Maple Sugar Production","year":2022,"lang":"en","type":"article","venue":"ScholarWorks -A service of University of Vermont Libraries (University of Vermont)","topic":"Plant-Derived Bioactive Compounds","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Certified wood; Commercialization; Forest management; Maple; Sustainable management; Production (economics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003027541,0.0002422179,0.0006922542,0.0003222259,0.0006787485,0.00001074685,0.001459825,0.00007587686,0.000425436],"category_scores_gemma":[0.00004437809,0.0003601343,0.0003106025,0.001370652,0.0004920061,0.001021333,0.001130328,0.0003604912,0.00000162301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002763301,"about_ca_system_score_gemma":0.0002414346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001650156,"about_ca_topic_score_gemma":0.0006703202,"domain_scores_codex":[0.9981799,0.0001414005,0.0003211506,0.0005192369,0.0004958652,0.000342488],"domain_scores_gemma":[0.997064,0.00013459,0.00119961,0.0008362996,0.0006436883,0.000121825],"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":[0.05718353,0.01607598,0.06966162,0.3017009,0.01662806,0.0009935382,0.04931716,0.01025541,0.1660063,0.06005974,0.1892802,0.06283751],"study_design_scores_gemma":[0.007347536,0.001269993,0.144565,0.004892582,0.003975214,0.00003482676,0.3351946,0.001294789,0.01300027,0.0008687818,0.4854388,0.002117595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816194,0.003702646,0.001034366,0.003187971,0.000108712,0.001107534,0.0015725,0.0001226709,0.007544212],"genre_scores_gemma":[0.9781809,0.006760499,0.009968529,0.0001529624,0.00002683106,0.000001978493,0.001327395,0.00004159232,0.003539241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2968083,"threshold_uncertainty_score":0.9998851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442415241355878,"score_gpt":0.1873235796178579,"score_spread":0.1728994272042991,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}