{"id":"W4391716184","doi":"10.1007/978-3-031-17299-1_131","title":"Attitudes Toward Aging","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"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":[0.0003347579,0.0003609391,0.0001428899,0.0004450703,0.0006959202,0.00150238,0.0002820559,0.0007602648,0.0496018],"category_scores_gemma":[0.0007014495,0.0001055728,0.0001119846,0.000391262,0.0006446584,0.00106078,0.0006021133,0.001246006,0.01798175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008258759,"about_ca_system_score_gemma":0.0006164379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002629234,"about_ca_topic_score_gemma":0.007493327,"domain_scores_codex":[0.9998747,0.00003770945,0.000002396114,0.00001344828,0.00005727899,0.00001436399],"domain_scores_gemma":[0.999877,0.00004500076,0.000007732371,0.000008520409,0.00003619001,0.00002546144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001178486,0.00007796095,0.0005804374,0.00008452192,0.000002534153,0.00005490241,0.002350194,0.0001314608,0.0002612721,0.2149758,0.4828626,0.2986066],"study_design_scores_gemma":[0.000001281676,0.00001532473,0.001707589,0.0001498179,0.000001647301,0.0001228869,0.0006479416,0.00005777561,0.00006811266,0.0269463,0.9702781,0.000003259272],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001075326,0.006192784,0.0006893058,0.003934245,0.0007881158,0.00001265566,0.00004887061,0.00002148453,0.9872372],"genre_scores_gemma":[0.01044177,0.006942627,0.0004709584,0.00178789,0.0002862784,0.00002116812,0.00005126089,0.00001509393,0.979983],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0496018,"threshold_uncertainty_score":0.1659345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1929836177439231,"score_gpt":0.4275216218820956,"score_spread":0.2345380041381725,"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."}}