{"id":"W4401885219","doi":"10.1007/s43545-024-00946-1","title":"Effect of compositional and contextual factors on the perceived importance of environmental change and livelihood sectors in three Caribbean countries","year":2024,"lang":"en","type":"article","venue":"SN Social Sciences","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research; York University","funders":"","keywords":"Livelihood; Environmental change; Geography; Economic geography; Development economics; Business; Climate change; Economics; Agriculture; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005433752,0.00009397547,0.0001250706,0.00002607323,0.0001986183,0.00002166603,0.0001017961,0.00003600447,0.0005383466],"category_scores_gemma":[0.00002226232,0.00005976015,0.00003055948,0.0001229111,0.002629484,0.0001500797,0.00007711499,0.00007727682,0.000002655963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001235708,"about_ca_system_score_gemma":0.00001099497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005501986,"about_ca_topic_score_gemma":0.0004678905,"domain_scores_codex":[0.9991069,0.0001003498,0.0001362698,0.0002228117,0.0003028228,0.0001308379],"domain_scores_gemma":[0.9995567,0.0003226196,0.00004445263,0.00004652477,9.979e-7,0.00002872717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001288181,0.00003347539,0.9847255,0.00001998471,0.00000382168,5.66695e-7,0.01095417,0.000001622347,0.001796372,0.001249858,0.00001719722,0.001184523],"study_design_scores_gemma":[0.00008639051,0.0002610004,0.9932459,0.00001214348,0.000006215007,6.486133e-7,0.004821113,0.00008019905,0.0007750639,0.0005941349,0.00005384684,0.0000633671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980636,0.0001756964,5.558005e-7,0.0006994064,0.00004839189,0.0002812202,0.00005233246,0.000005076289,0.0006737854],"genre_scores_gemma":[0.9998612,0.00002283009,0.000005029458,0.00006707216,0.00001559896,0.00001424748,0.000002554466,0.000003016166,0.00000844741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008520349,"threshold_uncertainty_score":0.9688444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770173483225688,"score_gpt":0.2705374350191964,"score_spread":0.2528357001869395,"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."}}