{"id":"W4402592797","doi":"10.5751/es-15255-290326","title":"Operationalizing pathway diversity in a mosaic landscape","year":2024,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Banana Cultivation and Research","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Park Service; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Svenska Forskningsrådet Formas; Australian Government; Biodiversa+; Bundesministerium für Bildung und Forschung; Vetenskapsrådet; National Science Foundation","keywords":"Operationalization; Mosaic; Diversity (politics); Geography; Environmental resource management; Ecology; Biology; Sociology; Anthropology; Environmental science; Epistemology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002363191,0.0002797225,0.0002569033,0.00247976,0.001881048,0.0037938,0.0005813393,0.0006471534,0.003265302],"category_scores_gemma":[0.006876909,0.0001866608,0.0003554088,0.001942186,0.006034998,0.004558089,0.005201948,0.0005990843,0.000104034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002121308,"about_ca_system_score_gemma":0.001277696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004783905,"about_ca_topic_score_gemma":0.01012221,"domain_scores_codex":[0.9980501,0.00113785,0.00006882227,0.0003358427,0.0002217804,0.0001857156],"domain_scores_gemma":[0.9966619,0.001588622,0.0005506449,0.0004761323,0.0003043506,0.0004182953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004835431,0.0002789391,0.3272105,0.0005430152,0.0002827146,0.001359083,0.04063839,0.0438189,0.01275469,0.4407927,0.001482378,0.1303553],"study_design_scores_gemma":[0.0000685042,0.0005872954,0.2555191,0.0005707714,0.0002343594,0.001665969,0.09514245,0.07028859,0.002533326,0.536227,0.03701868,0.0001439664],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9029276,0.0003185627,0.06074949,0.000642546,0.00001810525,0.000152617,0.0002897983,0.00008574072,0.03481549],"genre_scores_gemma":[0.9901276,0.00004074814,0.009469872,0.00001630924,0.000002147516,0.00003868014,0.00005596178,0.000007138727,0.0002416266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004783905,"threshold_uncertainty_score":0.01539129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03474271697024097,"score_gpt":0.2542248753280306,"score_spread":0.2194821583577896,"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."}}