{"id":"W4403849970","doi":"10.12688/hrbopenres.13678.2","title":"A study to explore the role of a low threshold, fitness focussed physical rehabilitation intervention with protein supplementation to target physical function and frailty in people with problematic substance use and homelessness: protocol for a single-arm pre-post intervention study.","year":2024,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Trinity College Dublin; Health Research Board","keywords":"Intervention (counseling); Rehabilitation; Medicine; Population; Physical fitness; Gerontology; Randomized controlled trial; Addiction; Physical therapy; Mental health; Psychological intervention; Psychology; Physical medicine and rehabilitation; Psychiatry; Environmental health","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":[0.02264091,0.00291244,0.005263291,0.001753225,0.00374907,0.001928005,0.003246963,0.006592023,0.03784795],"category_scores_gemma":[0.01812297,0.002326506,0.005130544,0.001659487,0.002409516,0.003104467,0.002563877,0.005343958,0.006806368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003052238,"about_ca_system_score_gemma":0.01991287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003409464,"about_ca_topic_score_gemma":0.006362639,"domain_scores_codex":[0.989081,0.0058891,0.001464404,0.001099589,0.001229757,0.001236061],"domain_scores_gemma":[0.9885784,0.0030006,0.001862212,0.001481005,0.00250225,0.002575524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.5606853,0.2619544,0.003067774,0.03092607,0.001415885,0.0005844015,0.003122967,0.002178729,0.007049685,0.002477034,0.007913538,0.1186243],"study_design_scores_gemma":[0.574627,0.3907797,0.01135822,0.002525179,0.0007593597,0.00007382283,0.0008522528,0.000499801,0.001402829,0.001199489,0.01577111,0.0001511918],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01678498,0.0001878156,0.001030939,0.0001464091,0.0001575214,0.9804075,0.0005813593,0.00004399682,0.000659514],"genre_scores_gemma":[0.005768939,0.0001380396,0.002435673,0.0001362054,0.00003540645,0.990841,0.0001390784,0.000002758261,0.0005028099],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03784795,"threshold_uncertainty_score":0.126614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1793013952148673,"score_gpt":0.5074615159097218,"score_spread":0.3281601206948545,"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."}}