{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001366474,0.0001910527,0.0006333094,0.00006803252,0.007100905,0.0001536513,0.0004810581,0.00008917127,0.0000738649],"category_scores_gemma":[0.0007437879,0.0001252778,0.0002080704,0.00007426514,0.001121519,0.0002540586,0.0001858056,0.0002901051,0.00001283146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007177398,"about_ca_system_score_gemma":0.0001002063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000963847,"about_ca_topic_score_gemma":0.02010852,"domain_scores_codex":[0.9982563,0.0001581666,0.0004010575,0.0001850302,0.0005325672,0.0004669283],"domain_scores_gemma":[0.9981866,0.0002020951,0.0005590469,0.0002895381,0.0006678249,0.00009491799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001760479,0.00009506437,0.06401908,0.0001203516,0.003015175,0.0001912458,0.4477518,0.000007359492,0.000008606642,0.01400891,0.4415806,0.02902573],"study_design_scores_gemma":[0.001035166,0.000167074,0.004604729,0.0001693102,0.0001202494,0.00002868924,0.4993317,0.000002137375,0.000006620261,0.01030649,0.4839832,0.0002446527],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.203164,0.1953459,0.000113038,0.03691483,0.01864745,0.0005043383,0.0000911974,0.00006414566,0.5451552],"genre_scores_gemma":[0.8795708,0.1092279,0.00009526925,0.00005057247,0.003913299,0.000005402277,3.49559e-7,0.00000950989,0.00712693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6764069,"threshold_uncertainty_score":0.997772,"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."}}