{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002609652,0.0003534327,0.0003054829,0.001768168,0.001741683,0.003198685,0.00047287,0.0005925015,0.009529882],"category_scores_gemma":[0.01758469,0.0001176676,0.0003689043,0.0008647767,0.001844382,0.002780698,0.00276741,0.0008137426,0.0009291348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204062,"about_ca_system_score_gemma":0.001025985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006150907,"about_ca_topic_score_gemma":0.0007871114,"domain_scores_codex":[0.996989,0.001680738,0.0001307607,0.0002664937,0.00070855,0.0002244757],"domain_scores_gemma":[0.9876235,0.006134825,0.002041332,0.0009639131,0.001615504,0.001620839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002702403,0.0004878086,0.1427724,0.001216796,0.0001496182,0.0009625287,0.05811355,0.0009486495,0.002623669,0.2796588,0.01783545,0.4949604],"study_design_scores_gemma":[0.00008357788,0.001142218,0.2426471,0.00181889,0.0003031545,0.004010945,0.07137603,0.003233108,0.001712326,0.2008915,0.4726031,0.000178093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5706015,0.00483721,0.02191661,0.008176789,0.0005671969,0.0003536048,0.0005019066,0.0002419451,0.3928033],"genre_scores_gemma":[0.9924979,0.0006534231,0.002050418,0.00025033,0.0001041243,0.00008223042,0.0001131712,0.00001538775,0.004232937],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009529882,"threshold_uncertainty_score":0.03188068,"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."}}