{"id":"W2041723858","doi":"10.1115/1.4026641","title":"Long Term Consistency of Handwriting Grip Kinetics in Adults","year":2014,"lang":"en","type":"article","venue":"Journal of Biomechanical Engineering","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Handwriting; Consistency (knowledge bases); Data collection; Nonparametric statistics; Term (time); Grip strength; Psychology; Computer science; Statistics; Mathematics; Artificial intelligence; Physical therapy; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001381714,0.00006941108,0.0002215484,0.0002268012,0.00004353929,0.00002663725,0.0001594009,0.00009003247,0.00001481705],"category_scores_gemma":[0.001674834,0.00006979331,0.00007929179,0.0002884341,0.0000382195,0.000097032,0.00001709448,0.0001886249,0.000001129859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006542073,"about_ca_system_score_gemma":0.00005640695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006443497,"about_ca_topic_score_gemma":0.00006690312,"domain_scores_codex":[0.9988431,0.00006251029,0.0005365693,0.00007814433,0.0002750379,0.0002045931],"domain_scores_gemma":[0.9991286,0.0002928586,0.000242384,0.00006733069,0.000163734,0.000105051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002089953,0.001463298,0.02711203,0.001939011,0.0001360748,0.00008517893,0.01951438,0.001891661,0.5679018,0.1005563,0.000179742,0.2790116],"study_design_scores_gemma":[0.02629044,0.007445645,0.4527759,0.0754698,0.0005991476,0.0007650611,0.04499306,0.06059396,0.2995265,0.01127312,0.01511232,0.005155061],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891855,0.0001916745,0.00871178,0.0004295199,0.0005112728,0.000052826,8.373771e-7,0.00001831738,0.0008983347],"genre_scores_gemma":[0.9964706,0.00005869085,0.002888043,0.00001514089,0.0005393702,8.067215e-7,4.938249e-7,0.000008968688,0.00001785705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4256638,"threshold_uncertainty_score":0.2846089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191740362994423,"score_gpt":0.2703260839242537,"score_spread":0.2584086802943095,"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."}}