{"id":"W4411272935","doi":"10.1016/j.rser.2025.115924","title":"More rationality and inclusivity are imperative in reference transition scenarios based on IAMs and shared socioeconomic pathways - recommendations for prospective LCA","year":2025,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Polytechnique Montréal","funders":"Haute école Spécialisée de Suisse Occidentale; Environment and Climate Change Canada; Universidad de Valladolid; Vrije Universiteit Brussel; Polytechnique Montréal; Concordia University; HEC Montréal; Government of Canada; École Polytechnique Fédérale de Lausanne; Université du Québec à Montréal","keywords":"Rationality; Socioeconomic status; Transition (genetics); Sociology; Epistemology; Biology; Philosophy; Demography; Genetics","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":[0.02183609,0.001374185,0.001142396,0.002113719,0.001529475,0.008120975,0.00464417,0.003123638,0.009183475],"category_scores_gemma":[0.05176107,0.0005502761,0.0026498,0.002775594,0.005635917,0.01590016,0.005010349,0.007166729,0.001526052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005174011,"about_ca_system_score_gemma":0.006938549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009437698,"about_ca_topic_score_gemma":0.01383698,"domain_scores_codex":[0.9833478,0.01101543,0.0008162799,0.001549009,0.002670391,0.0006011499],"domain_scores_gemma":[0.9721408,0.01471421,0.001730179,0.005268197,0.005102601,0.001044045],"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":[0.00008519375,0.00008508267,0.00195204,0.0004264911,0.00008795075,0.0001810721,0.0008342123,0.04603139,0.0003299822,0.897058,0.01375514,0.03917347],"study_design_scores_gemma":[0.00003981013,0.00003469448,0.0009746565,0.0007760435,0.00005619035,0.00005534247,0.001087537,0.01866236,0.0004609527,0.9224746,0.05529565,0.00008221866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05794421,0.008636336,0.6444384,0.1363107,0.002294806,0.000997589,0.003267272,0.001019925,0.1450907],"genre_scores_gemma":[0.6313162,0.006606931,0.3402099,0.009352167,0.0004467304,0.001699936,0.002694512,0.0003871594,0.007286334],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02183609,"threshold_uncertainty_score":0.1154817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470208329246545,"score_gpt":0.2695109065398091,"score_spread":0.2548088232473437,"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."}}