{"id":"W4400065650","doi":"10.1016/j.scitotenv.2024.174314","title":"Holistic evaluation of the environmental impacts of shipping in the sensitive region of Ria de Aveiro","year":2024,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020; Centro de Estudos Ambientais e Marinhos, Universidade de Aveiro; Chalmers Tekniska Högskola; Universidade de Aveiro; Canadian Institute for Advanced Research; Aristotle University of Thessaloniki; Ministério da Ciência, Tecnologia e Ensino Superior; European Commission; Fundação para a Ciência e a Tecnologia; University of Southampton; European Climate, Infrastructure and Environment Executive Agency","keywords":"Environmental science; Scrubber; Air quality index; Pollution; Water quality; Pollutant; Environmental protection; Environmental impact assessment; Air pollution; Environmental engineering; Ecology; Waste management; Geography; Meteorology; Engineering; Biology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004199193,0.0001294377,0.0001517285,0.00004125357,0.0001847277,0.00001034679,0.0009118303,0.00003866604,0.0002849728],"category_scores_gemma":[0.00009805473,0.00005820264,0.0001394977,0.0004906196,0.003213584,0.0001268484,0.0003452535,0.0001758122,0.000007172228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217561,"about_ca_system_score_gemma":0.00007291602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004041166,"about_ca_topic_score_gemma":0.000005730552,"domain_scores_codex":[0.9972165,0.0003029028,0.000412776,0.0002515335,0.001550029,0.0002662356],"domain_scores_gemma":[0.9988775,0.0001487829,0.0002380358,0.0006921324,0.000003973586,0.00003956306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002699697,0.0002718601,0.00298395,0.00003700752,0.00001216063,0.000001704506,0.01042706,0.2743891,0.7079642,0.0004143563,0.00002867042,0.00344292],"study_design_scores_gemma":[0.000224051,0.00009319802,0.7838382,0.0001943595,0.0001355503,0.00004210096,0.001879302,0.08372602,0.1283068,0.001430031,0.00001593636,0.0001145247],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969874,0.0001155303,0.000058014,0.0005817235,0.00009083472,0.0005115794,0.0000173718,0.000002430795,0.001635099],"genre_scores_gemma":[0.9997745,0.00003866292,0.00004248315,0.00001542831,0.000009034959,0.000008216015,5.689292e-7,0.00000645527,0.0001046735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7808542,"threshold_uncertainty_score":0.9994991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336722155254109,"score_gpt":0.2535046619748136,"score_spread":0.2301374404222725,"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."}}