{"id":"W2807291709","doi":"10.3390/su10061848","title":"Holistic Management and Adaptive Grazing: A Trainers’ View","year":2018,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainable Agricultural Systems Analysis","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Grazing; Holistic management; Adaptive management; Environmental resource management; Environmental science; Environmental planning; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000544333,0.0001847193,0.0002167333,0.00003878265,0.0002708216,0.00005070091,0.0001945708,0.0000532771,0.0005706787],"category_scores_gemma":[0.000178935,0.0001350007,0.00007308419,0.0006709545,0.0006224445,0.0002193389,0.0003650857,0.00008082679,0.00008813674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147363,"about_ca_system_score_gemma":0.00001487514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001793447,"about_ca_topic_score_gemma":0.0004266249,"domain_scores_codex":[0.998329,0.0001356758,0.0002363632,0.0005555807,0.0002883511,0.0004550715],"domain_scores_gemma":[0.9992467,0.00004168743,0.00007269442,0.0003622498,0.0001170892,0.0001596081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002497376,0.0006069056,0.6739501,0.001021683,0.0004024283,0.0004059403,0.01002978,0.0003838319,0.0002294976,0.0472329,0.01911902,0.2463681],"study_design_scores_gemma":[0.0003368667,0.0001994216,0.9085456,0.00001276561,0.0001123403,0.0000140973,0.01617012,0.0005613761,0.00002995168,0.03561849,0.03804033,0.0003586728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774671,0.0001131531,0.001281542,0.0009259767,0.00005535788,0.0009298737,0.000002242182,0.00008783144,0.01913689],"genre_scores_gemma":[0.995236,0.000007670224,0.0004601157,0.000103944,0.0000558786,0.00007148839,0.000001813322,0.000008490289,0.004054596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2460095,"threshold_uncertainty_score":0.6248531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255485534206471,"score_gpt":0.2461173032794352,"score_spread":0.2335624479373705,"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."}}