{"id":"W4403398939","doi":"10.2196/59181","title":"The MyGuide Web-Based Self-Management Tool for Concussion Rehabilitation: Mixed Methods Cross-Sectional Study","year":2024,"lang":"en","type":"article","venue":"JMIR Rehabilitation and Assistive Technologies","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association of Occupational Therapists; University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Preprint; Observational study; Rehabilitation; Concussion; Psychology; Physical therapy; Medicine; Physical medicine and rehabilitation; Computer science; Medical emergency; World Wide Web; Injury prevention; Poison control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.008430275,0.0004913346,0.0008446456,0.001574633,0.001149363,0.001172119,0.0006013463,0.000866871,0.001969903],"category_scores_gemma":[0.009302367,0.0008628499,0.001039182,0.001167313,0.0004566072,0.00110028,0.0009651778,0.000794387,0.000514487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009176006,"about_ca_system_score_gemma":0.002013919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003368709,"about_ca_topic_score_gemma":0.007525862,"domain_scores_codex":[0.9960582,0.002063503,0.0005706011,0.0003388138,0.0007459917,0.0002228381],"domain_scores_gemma":[0.9936074,0.002375151,0.001804478,0.0003798444,0.001441402,0.0003918405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001215668,0.01158121,0.9318432,0.001686304,0.0005048412,0.0002807136,0.0107861,0.0001075327,0.000906552,0.0001654972,0.0008103694,0.04011206],"study_design_scores_gemma":[0.000779317,0.02119308,0.9530503,0.001081879,0.0004558727,0.0007153373,0.01817915,0.0008941618,0.0006409619,0.0001255409,0.002822665,0.00006161904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943178,0.0005920735,0.0007059801,0.00007813962,0.00001430639,0.003283947,0.000402133,0.00001056783,0.0005948587],"genre_scores_gemma":[0.9815795,0.001092265,0.00564582,0.0005031985,0.00003722636,0.009920159,0.0005548598,0.0000094763,0.0006575084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008430275,"threshold_uncertainty_score":0.0445841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03995742392960134,"score_gpt":0.4357061626627227,"score_spread":0.3957487387331213,"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."}}