{"id":"W3139384736","doi":"10.5194/hess-25-1283-2021","title":"Multi-level storylines for participatory modeling – involving marginalized communities in Tz'olöj Ya', Mayan Guatemala","year":2021,"lang":"en","type":"article","venue":"Hydrology and earth system sciences","topic":"Water resources management and optimization","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Citizen journalism; Stakeholder; Literacy; Sociology; Participatory action research; Grassroots; Indigenous; Diversity (politics); Community engagement; Political science; Public relations; Pedagogy; Politics; Ecology; Anthropology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006923731,0.0001069667,0.0001935412,0.0001371455,0.0002353615,0.00006571751,0.0001173783,0.00005407097,0.00001059196],"category_scores_gemma":[0.00001245344,0.00009928467,0.00002490014,0.0001270021,0.0001078355,0.0001875218,0.0000483486,0.00006620445,0.000003084028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001052567,"about_ca_system_score_gemma":0.00001218988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007252846,"about_ca_topic_score_gemma":0.0009102722,"domain_scores_codex":[0.99915,0.0001152266,0.0002316119,0.0001508929,0.00007941791,0.0002728154],"domain_scores_gemma":[0.9997368,0.00006397983,0.00003029827,0.0001062762,0.00002758983,0.00003506966],"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":[0.000007986621,0.000009654769,0.008807768,0.000411118,0.00001426263,0.000006716716,0.001852427,0.9880207,0.0001420918,0.0004946207,0.00001124233,0.0002214412],"study_design_scores_gemma":[0.000434865,0.0000193879,0.0006042857,0.0001136686,0.00001042873,0.000006314335,0.003684696,0.994607,0.00009450662,0.00003448332,0.0002765215,0.0001138235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666825,0.002477726,0.02992255,0.00005566982,0.0002233498,0.0001683418,0.000004601081,0.00009776589,0.0003675099],"genre_scores_gemma":[0.9951144,0.00009825193,0.004533064,0.00003423476,0.0000295815,0.00004585154,0.00001329384,0.000008745971,0.0001225186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02843197,"threshold_uncertainty_score":0.4048711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1478318201878035,"score_gpt":0.2690481764589369,"score_spread":0.1212163562711334,"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."}}