{"id":"W4403390853","doi":"10.2196/preprints.66974","title":"Efficacy of Manual Wheelchair Skills Training for Improving Skills and Confidence in People With Hereditary Degenerative Disorders: Protocol for a Sequential Multimethods Study (Preprint)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Wheelchair; Physical medicine and rehabilitation; Psychology; Medicine; Medical education; Physical therapy; Computer science; World Wide Web; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02420939,0.003540895,0.00722735,0.002780777,0.004275357,0.003036215,0.002375836,0.003663004,0.06182757],"category_scores_gemma":[0.02196623,0.002794187,0.007866537,0.0029242,0.001624955,0.0027941,0.002379222,0.004271979,0.008828884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007261849,"about_ca_system_score_gemma":0.0201828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00980992,"about_ca_topic_score_gemma":0.01392805,"domain_scores_codex":[0.9876177,0.005520832,0.003055461,0.001204301,0.001276498,0.00132532],"domain_scores_gemma":[0.9864646,0.002799084,0.002443872,0.001487719,0.005977007,0.0008277268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.4973096,0.0848917,0.01766833,0.08426835,0.006344504,0.0008408125,0.006125353,0.005251957,0.004558232,0.00780001,0.0894438,0.1954973],"study_design_scores_gemma":[0.6116055,0.0991232,0.07946645,0.02372817,0.003650928,0.0001984499,0.005037944,0.004499495,0.004463111,0.006689229,0.1608651,0.0006724767],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003034324,0.0001785996,0.0005292326,0.00008511286,0.0001133649,0.9938792,0.001649352,0.00002860838,0.0005022002],"genre_scores_gemma":[0.001092499,0.0000566333,0.0006917058,0.00005585741,0.0000121641,0.9977292,0.0001851373,0.000002000428,0.0001748783],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06182757,"threshold_uncertainty_score":0.2068338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03194146961973737,"score_gpt":0.3783964752948457,"score_spread":0.3464550056751083,"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."}}