{"id":"W2467378130","doi":"10.1177/0091415016655165","title":"Social Usefulness","year":2016,"lang":"en","type":"article","venue":"The International Journal of Aging and Human Development","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Saint-Sacrement; University of Guelph; Université Laval","funders":"","keywords":"Sociology","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":[0.0006504462,0.00005366734,0.00008230074,0.00009009404,0.0001759755,0.00003259087,0.0003445742,0.0000239593,0.0003436164],"category_scores_gemma":[0.00001254575,0.00002682516,0.00002830587,0.0000171783,0.0001086455,0.00004524387,0.00006851889,0.0001130567,0.00003279025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005260736,"about_ca_system_score_gemma":0.00004678816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009146886,"about_ca_topic_score_gemma":0.000009396978,"domain_scores_codex":[0.9992851,0.00005490255,0.0002081976,0.00006932612,0.0002636209,0.0001188606],"domain_scores_gemma":[0.9995511,0.00009140703,0.0001231907,0.00004525744,0.0001581847,0.00003091816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003318551,0.0002838898,0.1550448,0.00000967654,0.00236104,0.000419573,0.08582354,4.888005e-7,0.0008520748,0.1582698,0.1016249,0.4949784],"study_design_scores_gemma":[0.002936962,0.00009900069,0.89511,0.000158499,0.00002337029,0.0008612988,0.002087452,3.932155e-7,0.001807375,0.006607438,0.09011295,0.0001952845],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840854,0.00008555805,0.0004354942,0.01108321,0.0003562989,0.00001729264,3.076828e-7,0.000007077679,0.003929363],"genre_scores_gemma":[0.990104,0.000002094743,0.00006457193,0.0001930489,0.0003783146,0.000001695888,2.595168e-7,0.000004864101,0.009251113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7400652,"threshold_uncertainty_score":0.3762358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08543779215111755,"score_gpt":0.3975296304210978,"score_spread":0.3120918382699803,"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."}}