{"id":"W4292324276","doi":"10.1016/j.rset.2022.100034","title":"Diffusion of demand-side low-carbon innovations and socio-technical energy system change","year":2022,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Transition","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; York University; University of Victoria","funders":"","keywords":"Mainstream; Sociotechnical system; Conceptualization; Economic system; Legitimacy; Democratization; Control reconfiguration; Industrial organization; Demand side; Technological innovation system; Decentralization; Economics; Business; Environmental economics; Innovation system; Political science; Politics; Engineering; Market economy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00573304,0.0002190584,0.0004551714,0.002023725,0.001258945,0.005203959,0.0006707637,0.0010716,0.002778469],"category_scores_gemma":[0.02205493,0.0001963303,0.0004942309,0.002578697,0.004163275,0.004369512,0.002162745,0.001933179,0.0001749948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01836345,"about_ca_system_score_gemma":0.01016572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1126028,"about_ca_topic_score_gemma":0.1585992,"domain_scores_codex":[0.9971209,0.0008541145,0.0001704725,0.0004147449,0.000991554,0.0004481713],"domain_scores_gemma":[0.9785597,0.01231762,0.003833979,0.0008636502,0.003631337,0.0007938364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002458947,0.0003128677,0.5446122,0.001957407,0.0004216444,0.0009827912,0.04828035,0.01324284,0.006355652,0.1649172,0.00187882,0.2167924],"study_design_scores_gemma":[0.00005052729,0.0002581226,0.8027442,0.001008258,0.0002061746,0.0003974775,0.03753304,0.0163931,0.003388216,0.07247186,0.06538352,0.0001655331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9186412,0.004832747,0.01166279,0.008665693,0.00005443858,0.0001462311,0.0002869058,0.00006517098,0.05564484],"genre_scores_gemma":[0.9968676,0.0008909899,0.001128014,0.0001178962,0.000008980795,0.00001345516,0.00004876475,0.000005777759,0.000918377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1126028,"threshold_uncertainty_score":0.2238947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02446488738564226,"score_gpt":0.203163577588806,"score_spread":0.1786986902031638,"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."}}