{"id":"W2911505189","doi":"10.2196/11364","title":"The Use of Smart Technology in an Online Community of Patients With Degenerative Cervical Myelopathy","year":2019,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Institute for Health and Care Research; Department of Health and Social Care; Wellcome Trust","keywords":"Myelopathy; Medicine; Disease; Degenerative disease; Physical therapy; Intensive care medicine; Surgery; Internal medicine; Psychiatry; Spinal cord","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008719956,0.0001149561,0.0003623552,0.0003617246,0.0001342123,0.00001154871,0.0002863554,0.0001228719,0.00006277389],"category_scores_gemma":[0.0001839977,0.0000628902,0.00003729838,0.00119324,0.0005975697,0.0002363991,0.0003105709,0.001240158,0.00001774166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008354565,"about_ca_system_score_gemma":0.0001406807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001460519,"about_ca_topic_score_gemma":0.0006601989,"domain_scores_codex":[0.9977067,0.0007450589,0.0004047059,0.0001281061,0.0006677664,0.0003476416],"domain_scores_gemma":[0.9974425,0.0005493853,0.0001124227,0.0005987847,0.001200097,0.00009681334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003694475,0.003137051,0.9209472,0.000341956,0.00004399473,0.00000365007,0.00770379,0.000006978318,0.0006364645,0.00190824,0.00004083203,0.06153536],"study_design_scores_gemma":[0.001759402,0.005765742,0.9818538,0.0001961015,0.000005017386,0.0000020661,0.004263566,0.000807037,0.003740915,0.0004815504,0.001046272,0.00007851559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979331,0.00003001898,0.00001423158,0.0007130037,0.00001866709,0.0009628698,0.00007264971,0.00001245328,0.0002430364],"genre_scores_gemma":[0.9994146,0.00002250773,0.0002781978,0.000036636,0.000008346738,0.00005061276,0.00009706658,0.00001242585,0.00007959279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06145685,"threshold_uncertainty_score":0.5387939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021449750637592,"score_gpt":0.3869984741735458,"score_spread":0.2848534991097866,"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."}}