{"id":"W4399437979","doi":"10.2196/52832","title":"Validity of a Smartphone App to Objectively Monitor Performance Outcomes in Degenerative Cervical Myelopathy: Preliminary Findings From a Longitudinal Observational Study","year":2024,"lang":"en","type":"article","venue":"JMIR Neurotechnology","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Observational study; Medicine; Physical therapy; Myelopathy; Clinical trial; Physical medicine and rehabilitation; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002102274,0.0002721809,0.000651417,0.0004831219,0.00005758848,0.00001685705,0.0002312577,0.0002483648,0.0001086636],"category_scores_gemma":[0.0002394162,0.0002285211,0.0001037398,0.00108132,0.0001046123,0.0001128114,0.0003226049,0.0007292913,0.00009582783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001134489,"about_ca_system_score_gemma":0.000125598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001108085,"about_ca_topic_score_gemma":0.00005965549,"domain_scores_codex":[0.997955,0.00009910244,0.0005437949,0.0006962694,0.0003801495,0.0003256683],"domain_scores_gemma":[0.9990946,0.0002602859,0.00005755638,0.0003700024,0.0001124444,0.0001051137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001023467,0.001142185,0.9723151,0.0001535828,0.00006324979,0.0005353182,0.001275815,0.00002021333,0.008157177,0.0001251982,0.00005546162,0.01513318],"study_design_scores_gemma":[0.0008295389,0.003524237,0.9800456,0.0001328986,0.0000562736,0.00004858424,0.0002652584,0.001496322,0.01296818,0.0002671618,0.0001818922,0.0001840708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932203,0.00008379002,0.000252467,0.004166971,0.0003012711,0.001618153,0.00005613876,0.0002562705,0.00004466364],"genre_scores_gemma":[0.9979692,0.00001286198,0.000794892,0.0002228061,0.0001010697,0.0006751714,0.00002220753,0.00003336202,0.0001684682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01494911,"threshold_uncertainty_score":0.931882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07702146440768676,"score_gpt":0.3449764998715604,"score_spread":0.2679550354638736,"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."}}