{"id":"W4394265877","doi":"10.6084/m9.figshare.19663862","title":"Additional file 2 of The reporting and handling of missing data in longitudinal studies of older adults is suboptimal: a methodological survey of geriatric journals","year":2022,"lang":"en","type":"dataset","venue":"Open MIND","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; Hamilton Health Sciences; Population Health Research Institute; McMaster University","funders":"","keywords":"Longitudinal data; Missing data; Medicine; Data file; Gerontology; Data science; Computer science; Psychology; Data mining; Database; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reporting","study_design":"observational","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006258365,0.00108693,0.001478097,0.004632202,0.001003838,0.002178115,0.002202292,0.001652112,0.5089297],"category_scores_gemma":[0.07525468,0.0008739504,0.001548731,0.007506249,0.0004876537,0.001778085,0.001632224,0.001339306,0.04849671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002598102,"about_ca_system_score_gemma":0.004646243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01933021,"about_ca_topic_score_gemma":0.03446501,"domain_scores_codex":[0.9958495,0.0009026016,0.001593629,0.0006475231,0.000617602,0.0003891452],"domain_scores_gemma":[0.942691,0.03511981,0.008249865,0.003706503,0.009083861,0.001148908],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002418511,0.00006572863,0.005522563,0.003853767,0.0001129754,0.00002991024,0.00007416375,0.0003075553,0.00005226239,0.0009853186,0.9853093,0.003444719],"study_design_scores_gemma":[0.008222241,0.0002152081,0.05356111,0.008361461,0.0005708027,0.0003056185,0.0005866067,0.001267484,0.0006473559,0.006529007,0.9195771,0.0001558698],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001450785,0.00001717628,0.000109212,0.00005384811,0.000009737665,0.0001089722,0.9991923,0.00004590319,0.000317728],"genre_scores_gemma":[0.003793964,0.0000996473,0.001978846,0.0003911304,0.00003922508,0.00411546,0.9861581,0.0001660924,0.003257569],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9937416,"threshold_uncertainty_score":0.7004521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5704551756164488,"score_gpt":0.5402512618767141,"score_spread":0.03020391373973463,"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."}}