{"id":"W2899515558","doi":"10.1017/s0714980818000466","title":"The Unbearable Lightness of Being Retired","year":2018,"lang":"fr","type":"article","venue":"Canadian Journal on Aging / La Revue canadienne du vieillissement","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Lightness; Psychology; Aesthetics; Art; Artificial intelligence; Computer science","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004842698,0.0003923019,0.0004793868,0.000258929,0.004411483,0.0005295383,0.001090971,0.0002018484,0.001289183],"category_scores_gemma":[0.0007951252,0.0003474706,0.0002940591,0.0008530253,0.002406131,0.0002658998,0.00004426281,0.0005818104,0.0000852346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003760712,"about_ca_system_score_gemma":0.002330389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2590135,"about_ca_topic_score_gemma":0.9067241,"domain_scores_codex":[0.9952219,0.0009297892,0.0009780973,0.0004957754,0.0003799427,0.001994454],"domain_scores_gemma":[0.9949415,0.0003906774,0.0005428694,0.0006390582,0.0007393164,0.002746555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006509673,0.0002071294,0.04209636,0.0004114175,0.0006034912,0.000711858,0.1674516,0.0002568905,0.0001494354,0.6345674,0.07472923,0.07875009],"study_design_scores_gemma":[0.0003889138,0.0004436459,0.005852151,0.001550475,0.0001134877,0.00007140297,0.01259781,0.0001382016,0.0002016582,0.006534616,0.9716774,0.0004302246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8106444,0.004202052,0.0000297007,0.1197076,0.01237619,0.0005556141,0.00004588697,0.00001641098,0.05242213],"genre_scores_gemma":[0.9755325,0.001862546,0.00006349917,0.0008247411,0.0027322,0.00001950904,0.000004585891,0.00005376421,0.01890663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8969482,"threshold_uncertainty_score":0.9998977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05589244976527106,"score_gpt":0.3070565803794946,"score_spread":0.2511641306142235,"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."}}