{"id":"W7043765509","doi":"","title":"Understanding the local livelihood system in reosurce management: the pelagic longline fishery in Gouyaye, Grenada","year":2021,"lang":"en","type":"article","venue":"AquaDocs  (United Nations Educational, Scientific and Cultural Organization)","topic":"X-ray Diffraction in Crystallography","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Research Chairs; International Development Research Centre","keywords":"Livelihood; Pelagic zone; Fishing; Fish <Actinopterygii>; Fisheries management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007407969,0.000167482,0.0001312582,0.001324893,0.001592999,0.0008966135,0.0003850967,0.00007099878,0.0007742101],"category_scores_gemma":[0.0003501266,0.0001177492,0.00003318892,0.0200759,0.0004556609,0.0007270761,0.0001266161,0.000201008,0.00008755553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035817,"about_ca_system_score_gemma":0.0002060635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001024493,"about_ca_topic_score_gemma":0.001184928,"domain_scores_codex":[0.9979906,0.000271338,0.0004472088,0.0004896935,0.000535801,0.000265356],"domain_scores_gemma":[0.9982185,0.0004342711,0.0001778452,0.0003689457,0.0007337987,0.00006663361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001252236,0.000628617,0.04048469,0.0002376511,0.00007017674,0.00002508353,0.01328811,0.01069128,0.00667116,0.9011604,0.02653506,0.0001952872],"study_design_scores_gemma":[0.002301939,0.00003326635,0.4403135,0.0007378276,0.000214959,0.0004824853,0.4909268,0.009489964,0.001543498,0.01482125,0.03787442,0.001260106],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675992,0.0004462701,0.008768099,0.01644441,0.00212093,0.0006040224,0.00006217177,0.00008507472,0.003869819],"genre_scores_gemma":[0.9945491,0.00008838176,0.0005156283,0.0002610871,0.0000752898,0.0000427572,0.0008357762,0.00001714374,0.003614818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8863391,"threshold_uncertainty_score":0.9997068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0287967366585658,"score_gpt":0.2406209310208094,"score_spread":0.2118241943622436,"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."}}