{"id":"W2803522080","doi":"10.1111/1365-2664.13173","title":"Applying ecological knowledge to the innovative design of sustainable agroecosystems","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Ecology","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Ste. Anne's Hospital","funders":"Agence Nationale de la Recherche","keywords":"Agroecosystem; Environmental resource management; Ecological design; Process (computing); Ecology; Business; Environmental planning; Agriculture; Computer science; Geography; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001248281,0.0001534498,0.0004040769,0.00003821705,0.0002605746,0.00002719269,0.0005269784,0.0001568266,0.0002463014],"category_scores_gemma":[0.0001202957,0.00004158827,0.00006219169,0.0008924384,0.00008750966,0.00006017141,0.0001887591,0.0002113078,0.00009516469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258709,"about_ca_system_score_gemma":0.00006110557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008353962,"about_ca_topic_score_gemma":0.0001766711,"domain_scores_codex":[0.9985092,0.0001190225,0.00061866,0.0001712382,0.0001796315,0.0004022693],"domain_scores_gemma":[0.9980053,0.0004904512,0.0005105964,0.00004782728,0.0008439048,0.0001019281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003724434,0.002852188,0.01538064,0.0001308901,0.001027432,0.0001952418,0.01093804,0.001876929,0.1608265,0.2180707,0.445329,0.1396481],"study_design_scores_gemma":[0.0009199865,0.005967239,0.5665008,0.00003887429,0.00005980987,0.0001817564,0.01665351,0.00005861479,0.02064136,0.02027508,0.3681645,0.0005383702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939013,0.00003482085,0.0001916277,0.0006156947,0.0003346094,0.0010019,0.000002564847,0.00001285399,0.003904639],"genre_scores_gemma":[0.9976382,0.000008866592,0.000715461,0.0004537598,0.0007342008,0.0001068711,0.000002420574,0.000001149641,0.0003390386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5511202,"threshold_uncertainty_score":0.2696828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972491411083346,"score_gpt":0.2308197265156317,"score_spread":0.2110948124047983,"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."}}