{"id":"W3174770101","doi":"10.7759/cureus.15972","title":"Developing a Mobile App for Concussion to aid Patient Empowerment and Symptom Management","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Concussion; Confusion; Suicide prevention; Occupational safety and health; Empowerment; Injury prevention; Human factors and ergonomics; Poison control; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001175581,0.0008208784,0.0003946074,0.0006444842,0.0008117476,0.001149483,0.000935434,0.001385449,0.01414412],"category_scores_gemma":[0.004476745,0.0002672666,0.0009532306,0.000229849,0.0002718216,0.001336852,0.001917031,0.001048561,0.005400496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002191654,"about_ca_system_score_gemma":0.00129946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006217741,"about_ca_topic_score_gemma":0.002044661,"domain_scores_codex":[0.9992805,0.0002516252,0.00007226778,0.00008083487,0.0001889328,0.0001257835],"domain_scores_gemma":[0.9987279,0.0005405908,0.00007179194,0.00005630088,0.000296232,0.000307207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007826873,0.002209682,0.0088773,0.002809717,0.0001194103,0.002145688,0.00465119,0.0003761463,0.01213019,0.001572283,0.1332625,0.8310632],"study_design_scores_gemma":[0.002036085,0.008615506,0.03576938,0.003541135,0.0008482186,0.01123522,0.007863337,0.01224288,0.02160349,0.007599823,0.8879292,0.0007157192],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.402736,0.008861487,0.2780409,0.03807164,0.00668224,0.03079811,0.006412663,0.04067351,0.1877233],"genre_scores_gemma":[0.4164527,0.007176221,0.4606808,0.01596057,0.001341868,0.01716398,0.003296266,0.001008686,0.07691889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01414412,"threshold_uncertainty_score":0.04731679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04801776278647541,"score_gpt":0.3639206664299514,"score_spread":0.315902903643476,"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."}}