{"id":"W4404960675","doi":"10.3390/cli12120207","title":"Leadership and Climate Change Mitigation: A Systematic Literature Review","year":2024,"lang":"en","type":"article","venue":"Climate","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Environment and Climate Change Canada; Mitacs","keywords":"Thematic analysis; Public relations; Climate change; Political science; Inclusion (mineral); Government (linguistics); Leadership studies; Corporate governance; Leadership style; Sociology; Management; Social science; Qualitative research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003595694,0.000151489,0.0002407562,0.00008255506,0.00004883087,0.0002324937,0.00006242176,0.00005337372,0.00002189149],"category_scores_gemma":[0.00001586829,0.0001254186,0.00005081893,0.0002896973,0.0000152059,0.0002286113,0.00002374144,0.0001353422,0.00006569126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004938909,"about_ca_system_score_gemma":0.000005205431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.246906e-7,"about_ca_topic_score_gemma":2.274065e-7,"domain_scores_codex":[0.999174,0.00003748591,0.0002083759,0.000163207,0.0001014822,0.0003154607],"domain_scores_gemma":[0.9996807,0.0000600102,0.0000161102,0.0001572053,0.00002332001,0.00006266469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[8.13129e-7,0.000003524909,0.00003087224,0.9886068,0.00002981778,0.0001876074,0.000557481,0.000006702247,0.0001437626,0.007143136,0.001953791,0.001335668],"study_design_scores_gemma":[0.0001852002,0.00004632933,0.0002002592,0.9598832,0.0003154178,0.0003185739,0.0007888832,0.03186071,0.000153053,0.0003644367,0.005346514,0.0005373867],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001337157,0.9937711,0.0001262632,0.00102482,0.0004724054,0.0008155465,0.0000210053,0.0008075427,0.001624148],"genre_scores_gemma":[0.4120323,0.5851157,0.0004212934,0.001122937,0.0003379048,0.0006605712,0.00004340688,0.00008790193,0.0001778978],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4106952,"threshold_uncertainty_score":0.5114421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03492657974410503,"score_gpt":0.2740169752148388,"score_spread":0.2390903954707338,"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."}}