{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005630874,0.0003261623,0.0002906939,0.001621604,0.004134221,0.007170901,0.001415094,0.001820293,0.004445361],"category_scores_gemma":[0.01316983,0.0002436755,0.0003846329,0.002250992,0.01315084,0.005016204,0.008753535,0.001509955,0.0007494911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002897368,"about_ca_system_score_gemma":0.004794491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002431007,"about_ca_topic_score_gemma":0.003918304,"domain_scores_codex":[0.9914152,0.00461748,0.0004701745,0.0008770945,0.001496614,0.001123472],"domain_scores_gemma":[0.9810545,0.006597571,0.003960871,0.00261445,0.002977744,0.002794701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001658834,0.0002197496,0.04839974,0.0006079017,0.00002130923,0.001703783,0.06873884,0.001825814,0.006212546,0.7553987,0.00574695,0.1109588],"study_design_scores_gemma":[0.00007446954,0.0004616721,0.05844688,0.000837887,0.00004203698,0.004386937,0.1537595,0.00342446,0.00516909,0.2607742,0.5124606,0.0001622878],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5805461,0.001431091,0.1308666,0.01054694,0.0002071929,0.001266956,0.000475959,0.0004570354,0.2742021],"genre_scores_gemma":[0.9653386,0.0002910172,0.02658213,0.0005779643,0.00004230238,0.000963867,0.0001474836,0.00006638579,0.005990205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007170901,"threshold_uncertainty_score":0.02977931,"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."}}