{"id":"W4387329878","doi":"10.12924/cis2023.11010034","title":"Creating a Stakeholder Table, Identifying Hidden Stakeholders, and Exploring Relational Interventions for the Bayano Region of Panama","year":2023,"lang":"en","type":"article","venue":"Challenges in Sustainability","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Stakeholder; Indigenous; Table (database); Stakeholder analysis; Psychological intervention; Identification (biology); Business; Tourism; Public relations; Political science; Computer science; Psychology; Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01478315,0.0004790433,0.0003142066,0.001733217,0.008749424,0.003569664,0.001254321,0.001321983,0.005001634],"category_scores_gemma":[0.01203732,0.0004371827,0.0002827885,0.001259354,0.003437009,0.005409983,0.004811729,0.001546296,0.0002316051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005803341,"about_ca_system_score_gemma":0.007077621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005481512,"about_ca_topic_score_gemma":0.02248164,"domain_scores_codex":[0.9919586,0.006841253,0.0001598919,0.0002288468,0.0003055097,0.0005058373],"domain_scores_gemma":[0.9911388,0.006508932,0.000721491,0.0003090096,0.0005396245,0.000782188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001332613,0.0005801365,0.01691738,0.0007948193,0.00002010944,0.003287912,0.8475001,0.001070472,0.006055969,0.02017084,0.002498949,0.1009701],"study_design_scores_gemma":[0.00002130099,0.0002512533,0.007851713,0.0003694108,0.00001456958,0.0002847955,0.9553367,0.001169548,0.001627471,0.004734676,0.02831121,0.00002740104],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363278,0.0004166724,0.02545268,0.006385178,0.00007099684,0.002540465,0.0001373911,0.00005545626,0.02861345],"genre_scores_gemma":[0.9499885,0.0005476825,0.04389069,0.0003129911,0.000009729744,0.001935748,0.00008995501,0.00001808664,0.003206494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01478315,"threshold_uncertainty_score":0.07818168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4566853443227042,"score_gpt":0.3191759468069903,"score_spread":0.1375093975157139,"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."}}