{"id":"W4412544868","doi":"10.12688/f1000research.132762.3","title":"Translation, reliability, and validation of the Dutch Safe Use of Mobility Aid Checklist (SUMAC-NL) for walker use in people living with dementia","year":2025,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Hanzehogeschool Groningen","keywords":"Dementia; Checklist; Medicine; Reliability (semiconductor); Gerontology; Test (biology); Physical therapy; Physical medicine and rehabilitation; Psychology; Internal medicine; Disease; Biology","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":[0.02620522,0.0006576818,0.0008948547,0.001636711,0.000769201,0.001166271,0.000840181,0.0005991971,0.001359099],"category_scores_gemma":[0.04856586,0.0005901243,0.001260431,0.001336386,0.001230711,0.0008275554,0.002223179,0.0008225639,0.0006755309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001400326,"about_ca_system_score_gemma":0.003013976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007558482,"about_ca_topic_score_gemma":0.01261879,"domain_scores_codex":[0.9876311,0.005208322,0.002305559,0.001066932,0.003419886,0.0003681647],"domain_scores_gemma":[0.9768606,0.007083177,0.002562017,0.001282882,0.01166606,0.0005452547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001649026,0.00221205,0.7210202,0.002522578,0.0006636943,0.0006102938,0.03336376,0.001113175,0.00885149,0.0006105301,0.007145403,0.2202379],"study_design_scores_gemma":[0.0003629454,0.001651335,0.9821978,0.0008034526,0.0002148312,0.0004948887,0.004926959,0.002125146,0.001485245,0.0003273783,0.005331207,0.00007880552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885052,0.0008463089,0.004634462,0.0002569517,0.0002091568,0.002045379,0.0009253378,0.00003333344,0.002543905],"genre_scores_gemma":[0.9757804,0.0007057313,0.01506218,0.000181026,0.00004723895,0.004997364,0.001992896,0.0000524841,0.001180744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02620522,"threshold_uncertainty_score":0.1385881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08353396316598845,"score_gpt":0.4067251976349274,"score_spread":0.3231912344689389,"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."}}