{"id":"W4407189984","doi":"10.1016/j.erss.2025.103948","title":"The acceleration of low-carbon transitions: Insights, concepts, challenges, and new directions for research","year":2025,"lang":"en","type":"article","venue":"Energy Research & Social Science","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Horizon 2020; Australian Research Council; Economic and Social Research Council; HORIZON EUROPE Framework Programme; China Academy of Space Technology; Academy of Finland; Norges Forskningsråd; European Commission; European Research Council; Ivey Foundation; Aarhus Universitet","keywords":"Acceleration; Carbon fibers; Engineering physics; Materials science; Physics; Classical mechanics","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":[0.02151514,0.00169911,0.002837698,0.006434504,0.004349696,0.02001027,0.004724244,0.007104706,0.007967255],"category_scores_gemma":[0.01873513,0.0007316843,0.001831371,0.009435149,0.03142024,0.05641937,0.009101571,0.01634164,0.001333341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01024939,"about_ca_system_score_gemma":0.01647309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007818822,"about_ca_topic_score_gemma":0.01020403,"domain_scores_codex":[0.9911028,0.004860089,0.0003307922,0.001435196,0.001160803,0.001110237],"domain_scores_gemma":[0.962006,0.02944024,0.001945815,0.002011956,0.002691363,0.001904725],"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":[0.0001062706,0.0001651067,0.004806275,0.005054338,0.00009538214,0.000356016,0.0218451,0.001907503,0.0004055579,0.8292701,0.01352253,0.1224658],"study_design_scores_gemma":[0.00001351928,0.00007704175,0.002614861,0.006413188,0.00003934225,0.0001758116,0.06503976,0.002060547,0.0002620585,0.8347426,0.08845953,0.0001017325],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03238919,0.3720512,0.04531634,0.5047592,0.00470551,0.0001992969,0.0006726737,0.0002768101,0.03962978],"genre_scores_gemma":[0.4784322,0.4507084,0.03614739,0.02322177,0.005522906,0.0005071028,0.0005011277,0.0002059455,0.004753176],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02151514,"threshold_uncertainty_score":0.1137843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126088129824854,"score_gpt":0.4429621643699472,"score_spread":0.3168740345450931,"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."}}