{"id":"W4413435650","doi":"10.3390/su17177568","title":"Smart, Connected, and Sustainable: The Transformation of Maritime Ports Through Electrification, IoT, 5G, and Green Energy","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Maritime Ports and Logistics","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Trois-Rivières; Université du Québec en Outaouais; Centre Intégré de Santé et de Services Sociaux du Bas-Saint-Laurent","funders":"","keywords":"Electrification; Internet of Things; Sustainable energy; Transformation (genetics); Business; Telecommunications; Sustainable development; Renewable energy; Environmental economics; Computer science; Engineering; Computer security; Electrical engineering; Electricity; Economics; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004611814,0.0001307803,0.0001865156,0.00006049131,0.000146873,0.0000337614,0.00008067743,0.0000940969,0.00002722949],"category_scores_gemma":[0.0002440539,0.0001079743,0.00002745423,0.0002938761,0.0002165559,0.0001188389,0.00001991149,0.0001149354,5.676293e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131398,"about_ca_system_score_gemma":0.0001309352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003704832,"about_ca_topic_score_gemma":0.0001862458,"domain_scores_codex":[0.9990739,0.00005938217,0.0003276675,0.0001640194,0.00008962608,0.0002853789],"domain_scores_gemma":[0.9990523,0.0001481699,0.00003811625,0.0002720303,0.0004558116,0.00003360651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004432697,0.00005560444,0.008990838,0.002852159,0.00007146038,0.00000999999,0.001396976,0.0004442073,0.00004720252,0.9328846,0.001804053,0.05139858],"study_design_scores_gemma":[0.0007980408,0.00009823604,0.1210381,0.00003107002,0.0001553238,0.00002110117,0.004014065,0.01656913,0.00251343,0.6744401,0.1799131,0.0004082706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4933541,0.01719618,0.3559124,0.02315828,0.0003444595,0.004172472,0.0001112714,0.0009297337,0.1048211],"genre_scores_gemma":[0.9981471,0.0001941016,0.00006256052,0.00008819353,0.00001382633,0.00003739572,0.00002032241,0.000009093836,0.001427436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.504793,"threshold_uncertainty_score":0.5600623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003615789396394343,"score_gpt":0.206546112703835,"score_spread":0.2029303233074406,"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."}}