{"id":"W4238446485","doi":"10.1093/geront/gnv452.01","title":"GEROSCIENCE","year":2015,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001640661,0.0006690456,0.0005472959,0.001399439,0.001397645,0.003247292,0.0008881332,0.001560627,0.1852603],"category_scores_gemma":[0.005718585,0.0002018839,0.0004062922,0.001401074,0.001206135,0.001307605,0.004552044,0.0009173156,0.07184459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109602,"about_ca_system_score_gemma":0.00246458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004424152,"about_ca_topic_score_gemma":0.007799617,"domain_scores_codex":[0.9987858,0.0003587895,0.0001144448,0.0001977364,0.0003914922,0.0001517673],"domain_scores_gemma":[0.9983622,0.0002117046,0.0001321872,0.0004043985,0.0003505431,0.0005389333],"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":[0.0003018786,0.00006959841,0.008161372,0.001041512,0.00005915067,0.001263866,0.001924691,0.0001820343,0.00193258,0.01781885,0.4849375,0.4823069],"study_design_scores_gemma":[0.000009774356,0.0000195897,0.004125942,0.0002059532,0.000008620295,0.0008194554,0.0003976396,0.00007579326,0.0002521407,0.003095729,0.9909821,0.000007302497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03024865,0.05445524,0.007065909,0.04819366,0.0409054,0.0002263378,0.01057956,0.003260826,0.8050644],"genre_scores_gemma":[0.2260035,0.03818054,0.009358536,0.01102056,0.006859877,0.0001929767,0.008360543,0.001525015,0.6984984],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8147397,"threshold_uncertainty_score":0.6197574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09524909268994085,"score_gpt":0.2291307548441693,"score_spread":0.1338816621542285,"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."}}