{"id":"W7114829216","doi":"","title":"Climate risk perception and climate information use: gendered differences among South African entrepreneurs","year":2025,"lang":"en","type":"article","venue":"London School of Economics and Political Science Research Online (London School of Economics and Political Science)","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cape Town; International Development Research Centre; Economic and Social Research Council; Government of the United Kingdom","keywords":"Climate change; Government (linguistics); Perception; Climate risk; Face (sociological concept); Climate change adaptation; Political economy of climate change","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.008246009,0.0002711877,0.0005826369,0.001201588,0.00186092,0.001418975,0.0009509391,0.000223135,0.0002326647],"category_scores_gemma":[0.004471415,0.0002551929,0.0001048887,0.0007921994,0.01244614,0.003056106,0.001096832,0.0006024665,0.00001993738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007242761,"about_ca_system_score_gemma":0.001567932,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01132437,"about_ca_topic_score_gemma":0.004057498,"domain_scores_codex":[0.9949389,0.000388109,0.001109427,0.0007657011,0.0003963831,0.002401452],"domain_scores_gemma":[0.9945953,0.001092109,0.000350241,0.000585198,0.0007116631,0.002665489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006869112,0.00007232216,0.3520619,0.00004888108,0.000008551976,1.440493e-7,0.0009312812,0.0000118385,0.0001021218,0.6419209,0.000008677715,0.004764716],"study_design_scores_gemma":[0.0007032064,0.0001968927,0.9366698,0.00009274203,0.0000321055,0.000002774455,0.01934359,0.01147434,0.00009595709,0.02952359,0.001550901,0.0003140976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982887,0.00008348046,0.00001112048,0.004928751,0.0001680091,0.0005173484,0.000604699,0.00002162934,0.01077796],"genre_scores_gemma":[0.9636717,0.03529048,0.0005232442,0.0003035735,0.0001094171,0.00001293891,0.00002446446,0.000008824021,0.00005535284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6123973,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1754170740982464,"score_gpt":0.4173901819436439,"score_spread":0.2419731078453975,"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."}}