{"id":"W4413002407","doi":"10.1080/19411243.2025.2542567","title":"The relationship between sensory integration and handwriting skills: Underlying factors that impact handwriting","year":2025,"lang":"en","type":"article","venue":"Journal of Occupational Therapy Schools & Early Intervention","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advantage Forensics (Canada)","funders":"East Carolina University","keywords":"Handwriting; Sensory system; Psychology; Occupational therapy; Cognitive psychology; Computer science; Artificial intelligence","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":[0.0004757223,0.000320797,0.0002527502,0.0007918167,0.0003390417,0.0008368695,0.0002054235,0.0004578132,0.003673963],"category_scores_gemma":[0.003778397,0.0002437354,0.0002547224,0.0004382271,0.0003796903,0.000469273,0.0006405898,0.0004397088,0.000279465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755217,"about_ca_system_score_gemma":0.0005820118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002780798,"about_ca_topic_score_gemma":0.005095777,"domain_scores_codex":[0.999473,0.00008054821,0.00006945233,0.000089619,0.0001937641,0.00009357891],"domain_scores_gemma":[0.9967624,0.0010025,0.00137851,0.0001023839,0.000262033,0.0004922778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004435962,0.0001598667,0.9934906,0.00001880934,0.00002669963,0.000112041,0.0001779932,0.000033842,0.000896159,0.00001097476,0.0000186529,0.005010052],"study_design_scores_gemma":[7.796528e-7,0.00006244561,0.9995689,0.000004817966,0.000005977056,0.00008512429,0.00011566,0.00005360725,0.00007061097,0.00001189664,0.00001928858,8.595571e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999401,0.0001241481,0.00006466755,0.00002813498,0.000001372475,0.000006394081,0.00001856238,0.000002744152,0.0003528564],"genre_scores_gemma":[0.9997086,0.00006161968,0.0000545186,0.00000777696,0.000001556499,0.000003250861,0.0000167123,6.336687e-7,0.0001452216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003673963,"threshold_uncertainty_score":0.01229066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.200129521798997,"score_gpt":0.4696110788627335,"score_spread":0.2694815570637364,"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."}}