{"id":"W4411987442","doi":"10.1101/2025.07.03.25330802","title":"Exploring the emerging concept of precision rehabilitation: a qualitative study","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Canadian Institutes of Health Research; Canada First Research Excellence Fund","keywords":"Rehabilitation; Qualitative research; Psychology; Computer science; Physical medicine and rehabilitation; Sociology; Medicine; Social science; Neuroscience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05940812,0.0005806217,0.001226659,0.003135652,0.01123794,0.007331064,0.002366098,0.002517437,0.003622687],"category_scores_gemma":[0.06418025,0.0008620305,0.0005485255,0.003416596,0.01704216,0.009563495,0.009759923,0.003830713,0.0004766697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007774671,"about_ca_system_score_gemma":0.01355135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004111934,"about_ca_topic_score_gemma":0.003858274,"domain_scores_codex":[0.9548761,0.03669047,0.001251531,0.001852349,0.002981237,0.002348231],"domain_scores_gemma":[0.9229401,0.06357221,0.00308754,0.001660277,0.005679483,0.003060327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003194953,0.0000261541,0.001246866,0.0002844791,0.000003946751,0.0004877828,0.986547,0.00005557042,0.0004911315,0.005579063,0.0004822729,0.004763796],"study_design_scores_gemma":[0.000008472026,0.00004023606,0.000405778,0.0006050257,0.000004918228,0.0002950379,0.9816554,0.0001539771,0.0003523004,0.002408635,0.01405588,0.00001425779],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8816066,0.002253375,0.06774393,0.02084211,0.0004030885,0.002754474,0.0005764123,0.0001064133,0.02371376],"genre_scores_gemma":[0.9803267,0.001372781,0.01055496,0.002302757,0.0000445902,0.002354065,0.00008535584,0.00005781384,0.002900888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05940812,"threshold_uncertainty_score":0.314184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09307071045356707,"score_gpt":0.3941386461634436,"score_spread":0.3010679357098766,"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."}}