{"id":"W4398763616","doi":"10.2139/ssrn.4840330","title":"Using Causal Loop Diagrams in the Early Stages of Participatory Development of Small-Scale Farming Systems in Rural Panama","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Sustainable Agricultural Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Panama; Causal loop diagram; Scale (ratio); Agriculture; Loop (graph theory); Citizen journalism; Geography; Rural development; Ecology; Cartography; Mathematics; Political science; Biology; System dynamics; Archaeology","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004713681,0.0003014205,0.0006040398,0.0002024078,0.00008996848,0.00009271657,0.0006770673,0.0001925475,0.0000153395],"category_scores_gemma":[0.00003615864,0.0001919876,0.0001884257,0.0006850178,0.00009991171,0.00009315615,0.000593134,0.002363442,0.000006616148],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004885712,"about_ca_system_score_gemma":0.0009434347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03055354,"about_ca_topic_score_gemma":0.0520905,"domain_scores_codex":[0.9955491,0.0005090337,0.001235667,0.0003265917,0.0007123413,0.001667256],"domain_scores_gemma":[0.9989163,0.00007312206,0.000650044,0.0002609212,0.00003668067,0.00006297006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002847781,0.0001857292,0.8668033,0.0004358786,0.0004367261,0.00006595755,0.01597103,0.1003867,0.006744337,0.0006921551,0.000005677445,0.008244017],"study_design_scores_gemma":[0.001231707,0.0003430272,0.6608972,0.003599933,0.0007986304,0.0004309582,0.3013396,0.01262863,0.001521774,0.01543918,0.000107432,0.001661922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941909,0.004815944,0.0002638503,0.00004596081,0.0001650166,0.000446298,0.000002634253,0.000007895356,0.00006145505],"genre_scores_gemma":[0.9993794,0.0002122865,0.00008625739,0.000003256432,0.00006796115,0.00004484509,0.000003228095,0.00002063768,0.0001821137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2853686,"threshold_uncertainty_score":0.9999381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537622569424686,"score_gpt":0.2607962967178021,"score_spread":0.2354200710235552,"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."}}