{"id":"W7118125194","doi":"10.22146/ijg.95684","title":"Optimization of Marine Activities Based on Spatial Regional Planning and Geographical Approaches: A Case Study of Tol Laut Program in Indonesia","year":2025,"lang":"en","type":"article","venue":"Indonesian Journal of Geography","topic":"Maritime Ports and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Humanities Research Group, University of Windsor; Nemzeti Fejlesztési Minisztérium","keywords":"Equity (law); Sample (material); Identification (biology); Inequality; Supply chain; Location; Regional development","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003284707,0.0001732852,0.0004393082,0.00152602,0.00003809005,0.00002484717,0.0001050423,0.0001074133,0.000006133046],"category_scores_gemma":[0.00001587229,0.0001595895,0.0001113483,0.0005947528,0.0001291649,0.00008409292,0.0000269987,0.0003292721,7.038299e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001101937,"about_ca_system_score_gemma":0.00003761789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002248797,"about_ca_topic_score_gemma":0.00006621593,"domain_scores_codex":[0.9986905,0.00008255085,0.0006772345,0.0001273106,0.000258352,0.0001639831],"domain_scores_gemma":[0.9993362,0.000139737,0.000246746,0.0001396011,0.00007422773,0.00006352296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00023286,0.0007630427,0.6826167,0.0001770103,0.0001068258,0.0005030481,0.0002482761,0.3043351,0.000001990679,0.00003948973,0.000006066904,0.01096955],"study_design_scores_gemma":[0.004830749,0.002072151,0.7416626,0.0005451855,0.0001936378,0.0004437987,0.003771276,0.2460273,0.00006794564,0.00008205367,0.00002598758,0.000277301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762471,0.0001611349,0.02277178,0.00002736671,0.00007658582,0.0003681292,0.000004348059,0.0000202486,0.0003233116],"genre_scores_gemma":[0.9961869,0.00001543406,0.003722505,0.00000897984,0.00002923012,0.00001757607,0.00000457698,0.00001420163,6.05228e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05904586,"threshold_uncertainty_score":0.6507871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01861794969494365,"score_gpt":0.2417608737330806,"score_spread":0.223142924038137,"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."}}