{"id":"W3213333081","doi":"10.2196/31541","title":"Validation of a Musculoskeletal Digital Assessment Routing Tool: Protocol for a Pilot Randomized Crossover Noninferiority Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Rosetrees Trust; Economic and Social Research Council; National Institute for Health and Care Research; Barts Charity","keywords":"Blinding; Randomized controlled trial; Protocol (science); Medicine; Health care; Clinical trial; Physical therapy; Computer science; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.124923,0.007562218,0.008509589,0.003025557,0.004090919,0.005822694,0.004512478,0.009735148,0.07099084],"category_scores_gemma":[0.1408768,0.004115206,0.004994504,0.003903353,0.006548953,0.005700256,0.002946815,0.009547352,0.018505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005749688,"about_ca_system_score_gemma":0.02106289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001396267,"about_ca_topic_score_gemma":0.002658484,"domain_scores_codex":[0.9203129,0.05514456,0.008757383,0.004288118,0.007829513,0.003667488],"domain_scores_gemma":[0.9294324,0.02571829,0.01378518,0.01276051,0.01327443,0.005029207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7369406,0.03348837,0.002070701,0.0486875,0.003115653,0.001185097,0.002556918,0.005709501,0.005278729,0.01694141,0.05771986,0.08630569],"study_design_scores_gemma":[0.8164045,0.06268942,0.003981377,0.01157308,0.001045462,0.0003055218,0.0004067938,0.005582597,0.002684044,0.01049695,0.08452854,0.0003016555],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006371285,0.00009716925,0.002058301,0.0001081483,0.0001951429,0.9962786,0.0002573176,0.00006297631,0.0003052388],"genre_scores_gemma":[0.0009011114,0.00004968749,0.002182786,0.0001010015,0.00003183458,0.996572,0.00004793959,0.000004667211,0.0001090514],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.124923,"threshold_uncertainty_score":0.6606637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1508907955774813,"score_gpt":0.5617251427140872,"score_spread":0.4108343471366059,"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."}}