{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001890845,0.0002100736,0.0003692043,0.0001097557,0.003146718,0.0001649813,0.0002533112,0.000101039,0.0001874922],"category_scores_gemma":[0.0004165047,0.0001481796,0.0001671992,0.000258847,0.0002741484,0.0001816536,0.00008187557,0.0005356347,0.00004974332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366848,"about_ca_system_score_gemma":0.00008855749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004985872,"about_ca_topic_score_gemma":0.0151998,"domain_scores_codex":[0.9977401,0.0001460366,0.0003515351,0.0002298269,0.0006127717,0.0009197093],"domain_scores_gemma":[0.9986773,0.0005105652,0.0001547554,0.0001299229,0.0003724037,0.00015509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007718445,0.0002199744,0.04386704,0.00003113502,0.001317812,0.001885704,0.6012384,0.00001115204,0.00001729014,0.02157563,0.310127,0.01893701],"study_design_scores_gemma":[0.0007822298,0.0001806394,0.006136459,0.00004955936,0.00003570965,0.00001178039,0.6165059,0.000003333795,0.000008843079,0.003538531,0.3724988,0.0002482831],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2505084,0.0177461,0.0003111661,0.003321786,0.00498788,0.000273228,0.00002124422,0.00009760162,0.7227325],"genre_scores_gemma":[0.960544,0.004413081,0.000116084,0.0002797217,0.003025402,0.000002721546,0.000002425905,0.00001352212,0.03160308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7100356,"threshold_uncertainty_score":0.9981511,"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."}}