{"id":"W3128075419","doi":"10.3390/su13041718","title":"The Defining Characteristics of Agroecosystem Living Labs","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Agroecosystem; Living lab; Sustainability; Context (archaeology); Agriculture; Sustainable living; Set (abstract data type); Business; Environmental planning; Knowledge management; Environmental resource management; Ecology; Computer science; Geography; World Wide Web; Environmental science","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":[0.00162207,0.00009457588,0.000174779,0.00004343269,0.0004479366,0.00007468701,0.0002060862,0.00008794813,0.00002882995],"category_scores_gemma":[0.005465358,0.00007539445,0.00005290077,0.0005766347,0.0001973044,0.0001680101,0.0004802842,0.0001729343,0.0000120188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760922,"about_ca_system_score_gemma":0.0002042822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002998039,"about_ca_topic_score_gemma":0.0000283766,"domain_scores_codex":[0.9990577,0.00003848695,0.0003391278,0.0001827165,0.0001383887,0.0002435529],"domain_scores_gemma":[0.9975958,0.000214372,0.000222938,0.0002928983,0.001670528,0.00000347168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000006352446,0.00004292882,0.2613597,0.0003668568,0.00002312727,0.000007512246,0.0002151396,3.423781e-7,0.00001300817,0.71685,0.0002178389,0.02089725],"study_design_scores_gemma":[0.0001202125,0.000005269027,0.8157539,0.00005596781,0.00002322995,0.000001619548,0.01375694,0.0001339619,0.0003270996,0.1202623,0.04934965,0.0002097542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861889,0.0001119502,0.0004978832,0.002120987,0.0003715059,0.0001819334,0.000001496159,0.00008732396,0.01043805],"genre_scores_gemma":[0.9991528,0.000004539051,0.000138675,0.0001933177,0.0001086446,0.00002623928,0.000007237437,0.000008581543,0.0003600042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5965876,"threshold_uncertainty_score":0.654294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008028651207333032,"score_gpt":0.221791084989575,"score_spread":0.213762433782242,"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."}}