{"id":"W311195020","doi":"10.5751/es-02841-140122","title":"The Impact of Resource Scarcity on Bonding and Bridging Social Capital: the Case of Fishers’ Information-Sharing Networks in Loreto, BCS, Mexico","year":2009,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":117,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Fisheries and Oceans Canada","funders":"International Development Research Centre","keywords":"Scarcity; Bridging (networking); Social capital; Resource scarcity; Information sharing; Business; Geography; Economics; Ecology; Political science; Natural resource economics; Biology; Microeconomics; Computer science; World Wide Web; Computer security","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005195869,0.0000712223,0.0001311746,0.00000728454,0.0004998058,0.0000154877,0.00007079845,0.00005860306,0.00001672248],"category_scores_gemma":[0.00003237656,0.00004241195,0.00006558317,0.00008708057,0.0002488993,0.00009036449,0.0001738989,0.0001477349,6.453138e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006608889,"about_ca_system_score_gemma":0.000004252272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036107,"about_ca_topic_score_gemma":0.001719863,"domain_scores_codex":[0.9994963,0.00003924644,0.0001730605,0.00008568987,0.00004446611,0.0001612426],"domain_scores_gemma":[0.9996332,0.0001686208,0.0001043032,0.00006927975,0.000005419994,0.00001921151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003428489,0.00002918026,0.9513057,0.00001086688,0.00004448717,0.000003097159,0.02653569,0.0010407,0.00002803578,0.0008917159,0.009503884,0.01057237],"study_design_scores_gemma":[0.0001879883,0.00005939352,0.9907581,0.000005345748,0.000006464779,0.00002005651,0.00289576,0.005211449,0.000003988789,0.0006261282,0.0001762768,0.00004911604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979594,0.00005616754,0.000008612149,0.0006010433,0.00002568785,0.0001133823,0.000002647614,0.00000509101,0.001227931],"genre_scores_gemma":[0.9997367,0.00004942768,0.00001028152,0.0001293838,0.00002083243,0.000003470683,0.00000132207,0.000001585121,0.00004704317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03945234,"threshold_uncertainty_score":0.3844153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008859134426697642,"score_gpt":0.2363544922228136,"score_spread":0.227495357796116,"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."}}