{"id":"W3013309595","doi":"","title":"Canadian Whole-Farm Model Holos - Development, Stakeholder Involvement, and Model Application","year":2017,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Stakeholder; Environmental planning; Environmental resource management; Process management; Computer science; Geography; Political science; Environmental science; Public relations","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00202152,0.0005463655,0.0006022172,0.0006445272,0.001413786,0.001454539,0.002216317,0.0006787333,0.01276276],"category_scores_gemma":[0.003743423,0.000378986,0.0007019496,0.001309403,0.0004607873,0.0008638687,0.0007546979,0.0007903829,0.0005405134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02241408,"about_ca_system_score_gemma":0.02849411,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9612206,"about_ca_topic_score_gemma":0.9759158,"domain_scores_codex":[0.999384,0.0002131756,0.00001630706,0.00007415211,0.0001784483,0.0001337866],"domain_scores_gemma":[0.9981349,0.0005535542,0.00005249988,0.0001554151,0.0009516028,0.0001519933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009703827,0.0004643226,0.01554372,0.0003420076,0.000152,0.0001736,0.0003260644,0.8595054,0.00153881,0.04271811,0.02964498,0.04862051],"study_design_scores_gemma":[0.0002794559,0.000189112,0.01247139,0.0000618621,0.0001323439,0.00002377475,0.0006457288,0.9498274,0.001323813,0.006962704,0.02801218,0.00007016409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6559861,0.0007131082,0.05908357,0.002789475,0.0001610881,0.001058011,0.02678318,0.001586288,0.2518391],"genre_scores_gemma":[0.9295187,0.0004755722,0.03716758,0.0001409658,0.000009786435,0.0003423856,0.005499119,0.0002874193,0.02655849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03877938,"threshold_uncertainty_score":0.1626263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06512143183482798,"score_gpt":0.2390993636629213,"score_spread":0.1739779318280933,"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."}}