{"id":"W2613358950","doi":"10.24043/isj.1","title":"A future of island studies","year":2017,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Vision; Indigenous; Small island; Field (mathematics); Geography; Sustainability; Sociology; Environmental ethics; History; Political science; Anthropology; Economic geography; Ecology; Law","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":[0.01769898,0.0004926379,0.00141526,0.002877533,0.007579497,0.01450626,0.002777855,0.007984221,0.02785939],"category_scores_gemma":[0.02079158,0.0003569972,0.001033448,0.003690329,0.02519326,0.02868441,0.01118155,0.01317217,0.002772409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007489408,"about_ca_system_score_gemma":0.02090769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01649568,"about_ca_topic_score_gemma":0.01954041,"domain_scores_codex":[0.9878231,0.008863257,0.0002795456,0.0008578905,0.001044258,0.001131863],"domain_scores_gemma":[0.9501171,0.0268079,0.00142726,0.005998144,0.006670133,0.008979558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005597112,0.0001185258,0.002172523,0.001233633,0.00003025264,0.0002229742,0.01767736,0.0001717078,0.0001578141,0.7535525,0.1025749,0.122032],"study_design_scores_gemma":[0.00001286972,0.00003323245,0.001791743,0.002870666,0.00001466635,0.000097278,0.02589144,0.000184924,0.00005040309,0.1899462,0.7790818,0.00002469021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007912379,0.3079164,0.003461048,0.5351941,0.007939764,0.00005104603,0.0002464193,0.00009904537,0.1371799],"genre_scores_gemma":[0.4280482,0.3761036,0.01795208,0.09842783,0.0171672,0.0005698225,0.0005320326,0.0003359519,0.06086336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02785939,"threshold_uncertainty_score":0.09360224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06457209279281403,"score_gpt":0.3896702048590283,"score_spread":0.3250981120662143,"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."}}