{"id":"W2288515461","doi":"10.24043/isj.202","title":"Sustainable Livelihoods from Natural Heritage on Islands","year":2007,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Overexploitation; Sustainability; Natural resource; Transferability; Natural (archaeology); Natural resource economics; Environmental planning; Environmental resource management; Geography; Sustainable development; Business; Economic growth; Agriculture; Economics; Ecology; Biology","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":[0.0005266292,0.0001769591,0.0001849148,0.000485637,0.001828737,0.002758051,0.0001928521,0.0006166227,0.001972737],"category_scores_gemma":[0.0005447286,0.00009098389,0.0001296913,0.0008160201,0.00115106,0.001505963,0.002157636,0.000852587,0.0003101232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007180134,"about_ca_system_score_gemma":0.001255845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004255953,"about_ca_topic_score_gemma":0.0192145,"domain_scores_codex":[0.9995091,0.0002288628,0.00001624747,0.00001843762,0.0001588113,0.00006858246],"domain_scores_gemma":[0.9997348,0.00009071074,0.00002609546,0.00001874634,0.00006003189,0.00006952183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003512491,0.00006194309,0.0106735,0.001210214,0.00003540445,0.002462624,0.026309,0.001519794,0.00329707,0.2251491,0.05409725,0.675149],"study_design_scores_gemma":[0.000002151095,0.00006657143,0.01340608,0.000790877,0.00001467025,0.001469024,0.02014517,0.0002473896,0.0006127526,0.04418782,0.9190391,0.00001843188],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1391721,0.1508952,0.01192843,0.02908326,0.0008105171,0.0001114189,0.0001016413,0.00007332073,0.6678241],"genre_scores_gemma":[0.685814,0.2253765,0.01949006,0.004365997,0.0009723905,0.0000924479,0.0001337192,0.00005378222,0.06370123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004255953,"threshold_uncertainty_score":0.008462369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089619012735005,"score_gpt":0.3249538999262822,"score_spread":0.3040577097989322,"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."}}