{"id":"W4391820698","doi":"10.36371/port.2023.special.8","title":"The Impact of Database on Geographical Information System and Smart Cities","year":2024,"lang":"en","type":"article","venue":"Journal Port Science Research","topic":"Human Mobility and Location-Based Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Database; Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003787359,0.0002494964,0.0003840853,0.003960761,0.0007479353,0.007036366,0.0008328893,0.001145977,0.004214655],"category_scores_gemma":[0.01217093,0.0002479529,0.0004883561,0.01280863,0.002332117,0.01035783,0.002079064,0.001390058,0.0006896924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004253222,"about_ca_system_score_gemma":0.0024157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008829009,"about_ca_topic_score_gemma":0.005627935,"domain_scores_codex":[0.9960808,0.001755661,0.0003661845,0.0002884298,0.001321521,0.0001873829],"domain_scores_gemma":[0.977959,0.01541985,0.001159448,0.0008909956,0.004215037,0.0003557235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007494992,0.00004391694,0.01477968,0.00323659,0.00009382851,0.0003681977,0.001177439,0.006278534,0.0008589762,0.5011103,0.03689223,0.4350854],"study_design_scores_gemma":[0.000008892704,0.00009186727,0.01629693,0.001950509,0.00007793937,0.001047135,0.00326025,0.007287794,0.002071897,0.0786483,0.8891829,0.00007560701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.04793832,0.5896282,0.03937569,0.07903791,0.003345487,0.0001232684,0.001214484,0.0003019065,0.2390348],"genre_scores_gemma":[0.5293056,0.4255446,0.02280118,0.00621516,0.002482305,0.00008246046,0.0006209357,0.0001173445,0.01283056],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008829009,"threshold_uncertainty_score":0.03085947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06584924066570128,"score_gpt":0.4480441091758224,"score_spread":0.3821948685101211,"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."}}