{"id":"W4214937272","doi":"10.46692/9781447314684.001","title":"Towards a new science of ageing","year":2014,"lang":"en","type":"other","venue":"","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ageing; Data science; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004323885,0.0008362748,0.001026525,0.001401734,0.003546183,0.01035329,0.001369309,0.00409167,0.006591461],"category_scores_gemma":[0.006472582,0.0004479256,0.000743721,0.00107631,0.01342778,0.01375583,0.005366897,0.01319901,0.004182548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003783735,"about_ca_system_score_gemma":0.006015958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002171967,"about_ca_topic_score_gemma":0.0036466,"domain_scores_codex":[0.9964694,0.001912748,0.0001273415,0.0003579018,0.0009095822,0.0002230931],"domain_scores_gemma":[0.9964938,0.002054348,0.0002029819,0.0001908883,0.0005090448,0.0005489194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002249805,0.00003153103,0.0003686577,0.0006101179,0.00001297938,0.0001262352,0.03564021,0.0001379748,0.0002133552,0.5727323,0.3098624,0.0802417],"study_design_scores_gemma":[0.000002785419,0.00001703861,0.0002111092,0.0006191942,0.000003253073,0.0001724431,0.003494245,0.00005604601,0.00005575419,0.08472729,0.9106316,0.000009285632],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004477629,0.3377684,0.0169605,0.3433463,0.04337624,0.00008124839,0.0001416969,0.0003163123,0.2535317],"genre_scores_gemma":[0.1015827,0.3548919,0.02517704,0.1089935,0.03909386,0.0004742043,0.0003784683,0.0006812182,0.3687271],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01035329,"threshold_uncertainty_score":0.02745301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05499606001223976,"score_gpt":0.4161550115461017,"score_spread":0.361158951533862,"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."}}