{"id":"W3198929005","doi":"10.1017/s1355770x21000267","title":"Happiness in the tropics: climate variables and subjective wellbeing","year":2021,"lang":"en","type":"article","venue":"Environment and Development Economics","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Regina","funders":"","keywords":"Happiness; Precipitation; Subjective well-being; Climate change; Tropical climate; Socioeconomics; Economics; Geography; Psychology; Ecology; Social psychology; Meteorology","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":[0.0005296173,0.0001055624,0.0001792481,0.0004768924,0.0002471773,0.0008635672,0.00007635385,0.0001455291,0.002357171],"category_scores_gemma":[0.001504837,0.00005653625,0.0001673051,0.0006470738,0.0003132847,0.0002563186,0.0005888442,0.0002620824,0.000103812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357704,"about_ca_system_score_gemma":0.00008356765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00183964,"about_ca_topic_score_gemma":0.002202943,"domain_scores_codex":[0.9998332,0.00009909166,0.000009366286,0.00001391494,0.00002227451,0.00002202156],"domain_scores_gemma":[0.9987349,0.0004107206,0.0005311856,0.00003412111,0.000102295,0.0001867399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001254609,0.00006013178,0.9884226,0.00006301613,0.0001763735,0.00008492234,0.001178526,0.0005491183,0.0007843909,0.0007479381,0.000242935,0.00756458],"study_design_scores_gemma":[0.000001458143,0.00004449215,0.9975646,0.00001242806,0.000019464,0.00003028987,0.001318861,0.000413244,0.000070202,0.0001930374,0.0003287772,0.000003254766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968304,0.0003979736,0.0001844245,0.000112913,0.000005844516,0.000003680607,0.0001190819,0.000001574133,0.002344197],"genre_scores_gemma":[0.999708,0.00009212867,0.00004614799,0.000008095135,0.000005089029,0.000002214467,0.00003367904,3.888771e-7,0.0001041841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002357171,"threshold_uncertainty_score":0.007885575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720038043404035,"score_gpt":0.2328762805786579,"score_spread":0.2156759001446176,"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."}}