{"id":"W4362472336","doi":"10.1371/journal.pone.0281856","title":"Targeting earlier diagnosis: What symptoms come first in Degenerative Cervical Myelopathy?","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; McMaster University; University of Toronto","funders":"University of Cambridge; Department of Health and Social Care; Cambridge University Hospitals; National Institute for Health and Care Research","keywords":"Medicine; Disease; Neck pain; Myelopathy; Physical therapy; Motor symptoms; Balance problems; Pediatrics; Internal medicine; Balance (ability); Psychiatry; Alternative medicine; Pathology; Parkinson's disease; Spinal cord","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001036611,0.0002240642,0.0004353956,0.0009335259,0.0009430193,0.001195612,0.0003917435,0.001052934,0.002737937],"category_scores_gemma":[0.006562315,0.0001943306,0.0004383012,0.0008898015,0.0006005066,0.002365956,0.0007937004,0.00134669,0.0002593362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235992,"about_ca_system_score_gemma":0.0009583246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005789431,"about_ca_topic_score_gemma":0.01093207,"domain_scores_codex":[0.9993105,0.0001746935,0.00007646217,0.00008503543,0.0001774816,0.0001758319],"domain_scores_gemma":[0.9959968,0.001070977,0.001816653,0.0000427718,0.0003905596,0.0006822928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002364966,0.0001335767,0.9649106,0.0005147124,0.00004474114,0.001190837,0.004868832,0.00006611935,0.0004463375,0.0001517341,0.001481601,0.02595432],"study_design_scores_gemma":[0.00001152518,0.0002189512,0.9852589,0.000476448,0.00003999298,0.003520706,0.008564857,0.00007564542,0.0001168794,0.0002577104,0.001435922,0.00002240634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825792,0.007879922,0.0002508687,0.005096751,0.0001512583,0.00003568099,0.0002420705,0.00001253925,0.003751726],"genre_scores_gemma":[0.9966516,0.002146703,0.0002111477,0.0005150109,0.0001304404,0.00001170172,0.0001083714,0.000003509963,0.0002216382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005789431,"threshold_uncertainty_score":0.01151145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0411595064459514,"score_gpt":0.2600222893168993,"score_spread":0.2188627828709479,"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."}}