{"id":"W4402942731","doi":"10.1016/j.ecolecon.2024.108403","title":"Broadening ecological footprint and biocapacity research: A co-developed research agenda with Canadian stakeholders","year":2024,"lang":"en","type":"article","venue":"Ecological Economics","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"Federation for the Humanities and Social Sciences","keywords":"Ecological footprint; Environmental resource management; Footprint; Geography; Environmental planning; Economics; Ecology; Sustainability; Archaeology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003893035,0.0001893284,0.0002774027,0.0001202499,0.0009865526,0.0005487761,0.0003264739,0.0003230991,0.000717313],"category_scores_gemma":[0.0005306394,0.00007704343,0.00006913352,0.0006482708,0.001060647,0.0001304686,0.0001802297,0.001052222,0.00006889669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008500377,"about_ca_system_score_gemma":0.0003746893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008621959,"about_ca_topic_score_gemma":0.1396935,"domain_scores_codex":[0.9969696,0.0005909416,0.0003139973,0.0008501296,0.0002056633,0.001069659],"domain_scores_gemma":[0.9978837,0.001179655,0.00002747748,0.0001044368,0.0002048081,0.0005999113],"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":[0.0006666303,0.001378234,0.06348977,0.0002794423,0.0003725919,0.001144351,0.002640497,0.0003144942,0.004667208,0.08862454,0.02235493,0.8140673],"study_design_scores_gemma":[0.0003097252,0.00333756,0.584129,0.00003931665,0.00001058554,0.0001319783,0.03798155,0.0009094442,0.00037621,0.01658366,0.3555233,0.0006676645],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759692,0.0001246801,5.433092e-7,0.01126298,0.0001206509,0.0005839494,0.00003201216,0.0001050075,0.01180097],"genre_scores_gemma":[0.9983104,0.0001979621,0.0001577754,0.0001842798,0.0001648556,0.00008337568,0.00002324686,0.000002664343,0.0008753787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8133997,"threshold_uncertainty_score":0.9979797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4038815223881614,"score_gpt":0.376284357483259,"score_spread":0.02759716490490244,"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."}}