{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002749554,0.0001709101,0.0001514226,0.001663863,0.000771387,0.0009413724,0.0002754676,0.0001554496,0.001708772],"category_scores_gemma":[0.001492471,0.00009138919,0.0001893693,0.002032213,0.0003422675,0.0004737374,0.001164143,0.0002670527,0.0001149459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008979697,"about_ca_system_score_gemma":0.0006490447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05492718,"about_ca_topic_score_gemma":0.1051073,"domain_scores_codex":[0.9997389,0.00007918508,0.00003142962,0.00003062552,0.00007333598,0.00004658781],"domain_scores_gemma":[0.9992399,0.000158204,0.0002328748,0.00003590699,0.0001924095,0.0001407421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003220135,0.00004384431,0.9887672,0.0000352545,0.0000240877,0.0001408423,0.002158437,0.0003115576,0.0004069427,0.0003739735,0.0002565747,0.00744905],"study_design_scores_gemma":[0.000001278694,0.00003488559,0.9915271,0.00001810096,0.0000122404,0.00007507701,0.006533294,0.0006538613,0.000189747,0.00009788647,0.0008492339,0.000007177256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970259,0.00004998394,0.0001097093,0.00002207879,0.000001540133,0.00001904146,0.0002551076,0.000004244054,0.002512514],"genre_scores_gemma":[0.9989706,0.00005138974,0.0003507403,0.000003424593,0.000001041114,0.00002233724,0.0002260338,0.000001018179,0.0003734135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05492718,"threshold_uncertainty_score":0.1092149,"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."}}