{"id":"W4401617242","doi":"10.1186/s12969-024-01013-y","title":"Handwriting speed in juvenile idiopathic arthritis using the detailed assessment of speed of handwriting","year":2024,"lang":"en","type":"article","venue":"Pediatric Rheumatology","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Handwriting; Medicine; Percentile; Dash; Grip strength; Physical therapy; Arthritis; Physical medicine and rehabilitation; Internal medicine; Artificial intelligence; Computer science; Mathematics; Statistics","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":[0.001475866,0.0007141043,0.0004826574,0.00197818,0.0002395356,0.000684935,0.0002793225,0.0004145887,0.001463506],"category_scores_gemma":[0.004866415,0.0002695789,0.0004296119,0.0007968522,0.0003207025,0.0006678069,0.0007537082,0.0004486531,0.0004287731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047824,"about_ca_system_score_gemma":0.000316095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003182139,"about_ca_topic_score_gemma":0.005894228,"domain_scores_codex":[0.9989766,0.000297899,0.0002557765,0.0001194084,0.0002579554,0.00009242554],"domain_scores_gemma":[0.9952344,0.0007955984,0.002850056,0.0001437141,0.0006185525,0.0003576792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001357672,0.00004185084,0.9883558,0.00004865374,0.00004020606,0.000151213,0.0001911158,0.0001701024,0.0007524608,0.000007804735,0.00009384945,0.01001123],"study_design_scores_gemma":[0.0000102123,0.0004200452,0.9970925,0.00003093623,0.00002545961,0.001349642,0.0001380308,0.0003008923,0.0003911671,0.00001204583,0.0002192788,0.000009761217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981108,0.0004534993,0.0003071929,0.00001681349,0.000006606259,0.00004607575,0.0002500569,0.00001923192,0.000789648],"genre_scores_gemma":[0.9978533,0.0002367259,0.001207205,0.0000118944,0.000007498516,0.00003891026,0.0002892918,0.000004650413,0.0003504551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003182139,"threshold_uncertainty_score":0.007805228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02919529986373638,"score_gpt":0.3439760994640086,"score_spread":0.3147807996002722,"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."}}