{"id":"W4388041769","doi":"10.1007/s40520-023-02533-5","title":"Advances in mobility aid use reporting: situational context and objective measurement improve understanding of daily aid use in older adults","year":2023,"lang":"en","type":"article","venue":"Aging Clinical and Experimental Research","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Context (archaeology); Situational ethics; Psychology; MEDLINE; Gerontology; Medicine; Applied psychology; Social psychology; Geography; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009636707,0.0001116216,0.0003492536,0.0001897013,0.0002763889,0.0000238702,0.00007422331,0.0001428321,0.000008563074],"category_scores_gemma":[0.00420934,0.00009878314,0.00005123959,0.0003568905,0.000362325,0.0005187811,0.0002718008,0.0007788752,0.000005925323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002962967,"about_ca_system_score_gemma":0.0001790024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001807104,"about_ca_topic_score_gemma":0.002437159,"domain_scores_codex":[0.9959156,0.001059814,0.001405935,0.0005313535,0.0006259707,0.0004613459],"domain_scores_gemma":[0.9967942,0.002355515,0.0003398024,0.000181233,0.0001977156,0.0001315317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007994021,0.0006647395,0.9831641,0.0002118541,0.00001290891,0.00001360418,0.006416956,6.862291e-7,0.004960109,0.0006135162,0.00009731449,0.003044748],"study_design_scores_gemma":[0.004208415,0.000219623,0.9458271,0.001194274,0.000002504454,4.890783e-7,0.04541544,0.0008051811,0.0002170659,0.001940022,0.00006660279,0.0001032392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974575,0.0008578843,0.00002863794,0.0001985043,0.0002032282,0.0009672954,0.00001012119,0.0000224902,0.0002543406],"genre_scores_gemma":[0.998677,0.0008405106,0.00007618893,0.00006219556,0.00005571964,0.000146901,0.00001502867,0.00001155809,0.0001148682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03899848,"threshold_uncertainty_score":0.5039276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3509687455246054,"score_gpt":0.5393264806756299,"score_spread":0.1883577351510246,"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."}}