{"id":"W4210254829","doi":"10.1016/j.martra.2022.100052","title":"Toward a harmonization of sustainability criteria for alternative marine fuels","year":2022,"lang":"en","type":"article","venue":"Maritime Transport Research","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Mitacs","keywords":"Sustainability; Stakeholder; Harmonization; Environmental planning; Environmental economics; Environmental resource management; Ranking (information retrieval); Marine conservation; Business; Environmental science; Computer science; Economics; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1045589,0.002602211,0.003281103,0.02027009,0.003963207,0.01384938,0.005212074,0.003777555,0.002279133],"category_scores_gemma":[0.0876877,0.0009218512,0.003321476,0.01220133,0.006794516,0.01083071,0.01086052,0.006629484,0.0007855847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01125822,"about_ca_system_score_gemma":0.01928893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00751786,"about_ca_topic_score_gemma":0.007098468,"domain_scores_codex":[0.9224502,0.03084373,0.01040628,0.003047617,0.03070719,0.002545037],"domain_scores_gemma":[0.8995624,0.0310312,0.008149538,0.006283071,0.05273636,0.002237414],"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":[0.0001963638,0.0005889034,0.01324382,0.003896435,0.0004056892,0.0006975736,0.008957899,0.0609802,0.007907682,0.6458641,0.01710967,0.2401517],"study_design_scores_gemma":[0.00008662791,0.0006188095,0.01364813,0.007598187,0.0003265657,0.0005875599,0.01860393,0.06345205,0.01125078,0.6811315,0.2022015,0.0004942228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07087546,0.009735892,0.7977046,0.01235395,0.0009206354,0.003158952,0.00136108,0.0004730258,0.1034163],"genre_scores_gemma":[0.3028257,0.003779522,0.685061,0.001387894,0.000234056,0.002369798,0.00163865,0.0002807576,0.002422706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1045589,"threshold_uncertainty_score":0.5529671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05775952568137586,"score_gpt":0.3494023328953597,"score_spread":0.2916428072139838,"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."}}