{"id":"W3124080898","doi":"10.5509/202194157","title":"Introduction","year":2021,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Nationale de la Recherche","keywords":"Frontier; Structuring; Corporate governance; Context (archaeology); Enforcement; Exploit; Political science; Geography; Oceanography; Environmental resource management; Business; Economics; Finance; Geology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000383432,0.00008745412,0.0001357805,0.00003017138,0.0007341061,0.00006734004,0.00008525833,0.0000759123,0.002912676],"category_scores_gemma":[0.0002101721,0.00008506159,0.00008152313,0.0003729314,0.0001904375,0.0001060252,0.00003045843,0.0001073332,0.000571764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006687081,"about_ca_system_score_gemma":0.0001327838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006516808,"about_ca_topic_score_gemma":0.0004661335,"domain_scores_codex":[0.9988275,0.0001478822,0.000134777,0.0002713298,0.000282993,0.0003355779],"domain_scores_gemma":[0.9994605,0.00005645624,0.0000392353,0.0002095055,0.0001428785,0.00009143237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002020169,0.0001088792,0.001104652,0.00001577825,0.00006940558,0.0000670882,0.08247571,0.0000108002,0.0001835118,0.4021611,0.4899069,0.02387593],"study_design_scores_gemma":[0.00005972791,0.00000597424,0.0000365759,0.000002073113,0.000005642063,0.000002421659,0.4657334,0.000003484893,0.00006683634,0.0007945506,0.5332155,0.00007383427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002047434,0.0004519135,0.0004083787,0.009255397,0.002016054,0.00007009303,0.000004887165,0.0001257841,0.9874628],"genre_scores_gemma":[0.922686,0.000585579,0.000372633,0.000008317814,0.002436139,0.000008648088,0.00001373437,0.000008571564,0.07388034],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9224813,"threshold_uncertainty_score":0.9979988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263070673380131,"score_gpt":0.2528541394870455,"score_spread":0.2402234327532442,"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."}}