{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02584223,0.0020073,0.006559584,0.03148817,0.001945897,0.004503743,0.002917908,0.003442138,0.006225164],"category_scores_gemma":[0.1021467,0.001824054,0.007010627,0.02737806,0.001598256,0.005923374,0.00365432,0.002204358,0.0007879238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008701219,"about_ca_system_score_gemma":0.05280577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01186844,"about_ca_topic_score_gemma":0.03859516,"domain_scores_codex":[0.9751455,0.009758179,0.008203007,0.00149777,0.004590926,0.0008046008],"domain_scores_gemma":[0.9292062,0.0477483,0.009383973,0.00141511,0.01120533,0.001040944],"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":[0.00006849351,0.00002977307,0.0008352025,0.9481629,0.001923714,0.0002065479,0.0008611272,0.0001500307,0.0001286918,0.0006668668,0.003521607,0.04344506],"study_design_scores_gemma":[0.00004916819,0.00007691951,0.001351679,0.9726906,0.006538635,0.0002340856,0.0008262674,0.00006458619,0.00007081076,0.0003036353,0.01776667,0.00002689512],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001656671,0.9925447,0.0006621079,0.001317046,0.0003363404,0.001966116,0.0007244516,0.00002105217,0.0007715932],"genre_scores_gemma":[0.01653039,0.9749113,0.002761216,0.001289495,0.0001456932,0.003584879,0.0005122211,0.00001238215,0.0002524144],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03148817,"threshold_uncertainty_score":0.1366684,"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."}}