{"id":"W4318755106","doi":"10.2196/43557","title":"A Digital Health Intervention for Concussion: Development and Clinical Feasibility Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge; Department of Health and Social Care; Cambridge University Hospitals; National Institute for Health and Care Research","keywords":"Concussion; Intervention (counseling); Brief intervention; Psychological intervention; Medicine; Physical therapy; Poison control; Psychology; Injury prevention; Clinical psychology; Psychiatry; Medical emergency","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":[0.01438928,0.0009622213,0.001744821,0.001829741,0.001337468,0.001671016,0.001444153,0.002149075,0.005789985],"category_scores_gemma":[0.01758584,0.0008256367,0.001715718,0.0009943192,0.001441151,0.001927065,0.002446291,0.001817921,0.0008094863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002410513,"about_ca_system_score_gemma":0.0121434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002434069,"about_ca_topic_score_gemma":0.00439635,"domain_scores_codex":[0.9931793,0.00348719,0.0008360771,0.000467736,0.001320163,0.0007095078],"domain_scores_gemma":[0.9950438,0.0023275,0.0004063831,0.0003745664,0.00119836,0.0006494268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02961315,0.2848089,0.02204585,0.02609354,0.0008056036,0.002240744,0.01457144,0.001879099,0.005794731,0.002421187,0.005401582,0.6043241],"study_design_scores_gemma":[0.20151,0.5907912,0.1177178,0.01215118,0.002088856,0.001246105,0.01719467,0.003977467,0.006071291,0.002166626,0.04476421,0.0003206366],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.678618,0.001674812,0.004933774,0.001220821,0.0003563324,0.3060627,0.001010104,0.0001684499,0.005955099],"genre_scores_gemma":[0.5093378,0.00423425,0.06459558,0.001539247,0.000193972,0.4163593,0.0009608833,0.00004460475,0.002734285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01438928,"threshold_uncertainty_score":0.07609874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4167408274994824,"score_gpt":0.6025756929445379,"score_spread":0.1858348654450556,"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."}}