{"id":"W4407864848","doi":"10.1016/j.jrurstud.2025.103601","title":"The role of family in shaping adaptation and adaptive capacity in small-scale fishing communities: The yellow clam fishers in Uruguay","year":2025,"lang":"en","type":"article","venue":"Journal of Rural Studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Inter-American Institute for Global Change Research","keywords":"Fishing; Adaptation (eye); Fishery; Scale (ratio); Adaptive capacity; Geography; Environmental resource management; Ecology; Biology; Economics; Climate change; Cartography","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":[],"consensus_categories":[],"category_scores_codex":[0.0008023126,0.0000838243,0.0002405348,0.00005113797,0.0001746232,0.0000181001,0.0001691909,0.00002091338,0.000001840237],"category_scores_gemma":[0.00009246422,0.00004660669,0.00003788141,0.000223991,0.0002500174,0.000169416,0.0003085834,0.0002573709,2.632828e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001879235,"about_ca_system_score_gemma":0.000008253111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01556867,"about_ca_topic_score_gemma":0.2992263,"domain_scores_codex":[0.9991528,0.0001587366,0.0003921028,0.00004466295,0.000115212,0.0001364693],"domain_scores_gemma":[0.9991751,0.000545157,0.0001825,0.00006169677,0.00002474012,0.00001076719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001021885,0.00003509785,0.9150805,0.00002234936,0.00006029436,0.000002264396,0.05108844,0.001391569,0.0002388063,0.00007492152,0.0004012507,0.03150232],"study_design_scores_gemma":[0.0002814669,0.00005778331,0.6409676,0.0003307009,0.000008011324,0.000001635283,0.3539672,0.001288261,0.00002575342,0.002359095,0.0006690889,0.00004345668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908885,0.005742656,0.00000526786,0.001771622,0.00009445183,0.0001218109,0.00000120428,0.000001498777,0.001372938],"genre_scores_gemma":[0.9966061,0.003194637,0.00005498621,0.00005962511,0.00001047644,0.000008177872,8.580768e-8,0.000002093649,0.00006382835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3028787,"threshold_uncertainty_score":0.9909868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06713817404613259,"score_gpt":0.2453405734536118,"score_spread":0.1782023994074792,"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."}}