{"id":"W4221040073","doi":"10.1016/j.jclepro.2022.131344","title":"Would transitioning from conventional to organic oat grains production reduce environmental impacts? A LCA case study in North-East Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada; Université du Québec à Chicoutimi","keywords":"Production (economics); Environmental impact assessment; Environmental science; Life-cycle assessment; Agricultural economics; Environmental protection; Environmental engineering; Business; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006072561,0.0003393053,0.0003066951,0.0006248799,0.005247835,0.002461921,0.001069413,0.001115268,0.00225035],"category_scores_gemma":[0.001072847,0.0002334045,0.0005417356,0.001898555,0.001742903,0.0005264176,0.0007504101,0.001039599,0.0001442015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06062546,"about_ca_system_score_gemma":0.04396944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9945164,"about_ca_topic_score_gemma":0.9977508,"domain_scores_codex":[0.9992173,0.00008253787,0.00001593427,0.00005934716,0.0001778143,0.0004470585],"domain_scores_gemma":[0.9992043,0.0001345434,0.00004701716,0.00002203803,0.000358543,0.0002335072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004123267,0.004368237,0.6025305,0.001146458,0.0006590737,0.04522735,0.03061004,0.08401944,0.02743918,0.04646433,0.0313832,0.1220289],"study_design_scores_gemma":[0.0007332333,0.001162173,0.577118,0.0004702574,0.0006013904,0.001547169,0.2606358,0.05355171,0.008539704,0.004641613,0.09069836,0.0003007098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817109,0.0002674834,0.0002191133,0.001125411,0.00001297614,0.0001289601,0.0005007324,0.00001417418,0.01602022],"genre_scores_gemma":[0.9924861,0.0003377641,0.000569862,0.0002144561,0.000003279187,0.00002167018,0.0002110133,0.00000748688,0.006148315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06062546,"threshold_uncertainty_score":0.4398706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008795243629263967,"score_gpt":0.2102354914248411,"score_spread":0.2014402477955771,"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."}}