{"id":"W4413732497","doi":"10.1177/20556683251370322","title":"Suction cup handholds have low efficacy in laboratory evaluation with typical bathing conditions and wall materials","year":2025,"lang":"en","type":"article","venue":"Journal of Rehabilitation and Assistive Technologies Engineering","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Carleton University; Toronto Rehabilitation Institute; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Suction; Bathing; Medicine; Bathtub; Materials science; Engineering; Composite material; Mechanical engineering","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":[0.001261998,0.00008689579,0.0001960635,0.0004696397,0.0001096113,0.000018306,0.00005150029,0.000112087,0.0000149882],"category_scores_gemma":[0.001679274,0.00007084305,0.00001689988,0.0002010702,0.00006345982,0.0002140644,0.00004802238,0.0002908637,5.584454e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000156103,"about_ca_system_score_gemma":0.00006584266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004668697,"about_ca_topic_score_gemma":0.00001286941,"domain_scores_codex":[0.999083,0.0001626978,0.000389859,0.0001192351,0.0001311844,0.0001140403],"domain_scores_gemma":[0.9988877,0.000555741,0.0001866066,0.00008390156,0.0002653801,0.00002064103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003953982,0.001938301,0.4332568,0.01105234,0.001478778,0.00007854319,0.01662529,0.03081819,0.1874155,0.1713385,0.009810869,0.1322329],"study_design_scores_gemma":[0.002289197,0.000178879,0.9836504,0.0015857,0.00007617955,0.000002266821,0.006121186,0.002381897,0.0006920365,0.0007927138,0.002122009,0.0001074892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885998,0.0003160835,0.007043968,0.003126243,0.0002132431,0.0005320422,0.000004712367,0.00008650168,0.00007742269],"genre_scores_gemma":[0.996381,0.00006497523,0.003393502,0.00003965121,0.00001233327,0.0000594614,0.000002779634,0.000005449985,0.00004081988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5503937,"threshold_uncertainty_score":0.2888896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221001092606737,"score_gpt":0.3461576958253169,"score_spread":0.3339476848992495,"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."}}