{"id":"W4415842477","doi":"10.1080/17439760.2025.2578848","title":"The ecology of subjective wellbeing: a global analysis of environmental factors associated with life evaluation","year":2025,"lang":"en","type":"article","venue":"The Journal of Positive Psychology","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Concordia University","funders":"","keywords":"Multilevel model; Regression analysis; Ecological indicator; Association (psychology); Quality (philosophy); Environmental quality; Ecological psychology","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":[0.003311225,0.000383719,0.0005628754,0.00351953,0.0004200277,0.001594207,0.0002887069,0.0002767897,0.001943078],"category_scores_gemma":[0.0065962,0.0001691299,0.0009411581,0.003904048,0.001040242,0.001330192,0.002388136,0.0006269374,0.0001208987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003794556,"about_ca_system_score_gemma":0.0003762085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002270724,"about_ca_topic_score_gemma":0.0039814,"domain_scores_codex":[0.9982275,0.001117052,0.0001127395,0.0001815072,0.0001918684,0.0001694105],"domain_scores_gemma":[0.9938923,0.002519045,0.001769983,0.0005259896,0.0005898978,0.0007027988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003197139,0.00002501404,0.9873803,0.00004080127,0.0002024698,0.00002908778,0.0008720282,0.0002992766,0.0001283877,0.0005170507,0.0001393414,0.01033413],"study_design_scores_gemma":[9.180869e-7,0.000053617,0.9976744,0.0000161597,0.0000282652,0.0000325775,0.00101781,0.0003761508,0.00003185011,0.0004220351,0.0003391314,0.000007161441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917998,0.0007235013,0.002986101,0.0003172403,0.00001966776,0.00002896631,0.0004588852,0.0000140351,0.003651866],"genre_scores_gemma":[0.9989334,0.0001236725,0.0005791762,0.00001912007,0.000008266789,0.00001488366,0.0002258765,0.000004829661,0.0000908847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00351953,"threshold_uncertainty_score":0.01751167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260017285150233,"score_gpt":0.3532115522604716,"score_spread":0.3306113794089693,"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."}}