{"id":"W3137122515","doi":"10.24043/isj.157","title":"Measuring accessibility and island development in Ambon City","year":2021,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut Teknologi Bandung; Lembaga Pengelola Dana Pendidikan","keywords":"Geography; Population; Diversity (politics); Population growth; Environmental planning; Regional science; Economic geography; Transport engineering; Engineering; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0006192081,0.0001173572,0.000184412,0.00003694546,0.0002703587,0.00008524755,0.00008640199,0.00002238299,0.0004374387],"category_scores_gemma":[0.00006874375,0.00009177361,0.00002283661,0.0001653924,0.00006319099,0.0001907031,0.0006826518,0.0001574081,0.00001761645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002055561,"about_ca_system_score_gemma":0.00002323941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000141066,"about_ca_topic_score_gemma":0.007644127,"domain_scores_codex":[0.9988815,0.00005125787,0.0002887045,0.0002344525,0.000304189,0.0002399362],"domain_scores_gemma":[0.9997332,0.00003675564,0.00006308923,0.00008188682,0.00002018595,0.00006489181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001793544,0.00004641944,0.9584875,0.00001599345,0.0000398079,0.0001404496,0.002826607,0.00002783868,0.0001021477,0.000003500405,0.001414004,0.03687777],"study_design_scores_gemma":[0.000581888,0.00001167175,0.9877717,0.00005191958,0.000006587019,0.00004452669,0.0008945685,0.00002048708,0.0003720579,0.00115815,0.008943042,0.0001434017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885396,0.000927692,0.0002485947,0.0003376144,0.0001700668,0.00006398535,5.235103e-7,0.000007030486,0.009704829],"genre_scores_gemma":[0.9970759,0.0007174892,0.001091721,0.00009707475,0.00003149238,0.000004761817,6.239695e-7,0.000004080232,0.0009768287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03673437,"threshold_uncertainty_score":0.4789647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0591901864550057,"score_gpt":0.2731388701868475,"score_spread":0.2139486837318418,"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."}}