{"id":"W4390340139","doi":"10.21203/rs.3.rs-3791630/v1","title":"Climate change mitigation: Which strategies work?","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Renewable energy; Climate change; Work (physics); Climate change mitigation; Pessimism; Energy transition; Environmental economics; Set (abstract data type); Natural resource economics; Environmental science; Computer science; Environmental resource management; Economics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0139097,0.001771246,0.002917544,0.002782353,0.001261518,0.01312665,0.002101647,0.006701856,0.02710802],"category_scores_gemma":[0.03679807,0.0005517724,0.001227058,0.004798486,0.00453849,0.01556389,0.002276154,0.003991721,0.003913606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003460288,"about_ca_system_score_gemma":0.007580193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006386184,"about_ca_topic_score_gemma":0.008547228,"domain_scores_codex":[0.9934524,0.004222099,0.0002655312,0.0008069984,0.0005801759,0.0006727476],"domain_scores_gemma":[0.9747808,0.01720642,0.003014418,0.001173233,0.00234906,0.001476108],"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":[0.0005651856,0.0004010305,0.01362148,0.003909737,0.001490542,0.0001487247,0.0004548598,0.009066282,0.000391007,0.5177212,0.1066027,0.3456271],"study_design_scores_gemma":[0.0001321874,0.00007274951,0.004413431,0.001383639,0.000543196,0.00012419,0.002676551,0.009903511,0.000566041,0.9348675,0.04526802,0.00004906562],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02347407,0.2380627,0.03165007,0.5845588,0.004313385,0.0001285332,0.001552972,0.0003584389,0.115901],"genre_scores_gemma":[0.8077175,0.1273339,0.01500609,0.03018627,0.005979421,0.0002104467,0.0004609546,0.0005547727,0.01255066],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02710802,"threshold_uncertainty_score":0.09068537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4681310144791671,"score_gpt":0.4175431014752596,"score_spread":0.05058791300390741,"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."}}