{"id":"W4416715880","doi":"10.1016/j.alcr.2025.100712","title":"The impact of educational and work trajectories on wellbeing in midlife: A comparison of Canada and Germany","year":2025,"lang":"en","type":"article","venue":"Advances in Life Course Research","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Life course approach; Odds; German; Welfare; Welfare state; Affect (linguistics); Work (physics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009193554,0.00008007944,0.0002029733,0.0001500745,0.00009948237,0.00001137152,0.0001264807,0.00006047065,0.00004011928],"category_scores_gemma":[0.0005951592,0.0000565137,0.00001858947,0.000595874,0.000365673,0.00005065187,0.00002864296,0.0004080269,6.312699e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008546621,"about_ca_system_score_gemma":0.000361275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06184211,"about_ca_topic_score_gemma":0.09184512,"domain_scores_codex":[0.998584,0.0003852129,0.0003012762,0.0002092241,0.0002337279,0.0002865421],"domain_scores_gemma":[0.9957828,0.003837192,0.00007067435,0.0001828362,0.00006752367,0.00005897652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004589114,0.0001620139,0.9692116,0.00002472231,0.00002839998,0.000001251292,0.0006519302,0.000381045,0.00002386563,0.013344,0.002365638,0.01334658],"study_design_scores_gemma":[0.0003573682,0.0001290089,0.9916317,0.000139006,0.000002140883,5.829378e-7,0.001203164,0.00004508859,0.00001928176,0.005564885,0.0008610263,0.00004677307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671817,0.0163898,0.000003284181,0.001276236,0.0002851911,0.00016744,0.000005144228,0.000002196846,0.01468898],"genre_scores_gemma":[0.9987777,0.0007297654,0.00001620635,0.00002031239,0.00003983729,0.00003127841,0.000001189917,0.00000411977,0.0003796217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03159594,"threshold_uncertainty_score":0.9444051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03828905933344832,"score_gpt":0.4735833648777561,"score_spread":0.4352943055443078,"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."}}