{"id":"W4400145689","doi":"10.22306/atec.v10i2.203","title":"Development of a robotic handwriting assistant for children with movement disorder","year":2024,"lang":"en","type":"article","venue":"Acta Tecnología","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Handwriting; Movement (music); Psychology; Computer science; Human–computer interaction; Physical medicine and rehabilitation; Artificial intelligence; Communication; Medicine; Art","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005128531,0.0001278327,0.0002235045,0.0001064984,0.0004744409,0.000005590455,0.0002824518,0.0001749654,0.0001029601],"category_scores_gemma":[0.0001491938,0.00009239116,0.00004100136,0.0001862654,0.0001497422,0.00004807201,0.0002021816,0.000402992,0.00001677309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517744,"about_ca_system_score_gemma":0.0003570691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002524987,"about_ca_topic_score_gemma":0.0003990556,"domain_scores_codex":[0.9987987,0.00007496423,0.0004568297,0.0002609902,0.0001071117,0.0003013581],"domain_scores_gemma":[0.9988889,0.0003552198,0.0001383236,0.0004755212,0.0001076885,0.00003431632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002337255,0.0007781715,0.6810551,0.001285769,0.001326674,0.000002378382,0.005566197,0.00001067372,0.01324529,0.04263977,0.007738211,0.246118],"study_design_scores_gemma":[0.001626983,0.0002644284,0.8935972,0.001088225,0.0001267983,0.000002334397,0.005995412,0.0005030179,0.002409291,0.001418991,0.09256832,0.0003989884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355641,0.0008016871,0.05374541,0.004937783,0.0001760358,0.002004265,0.00003381893,0.0006117222,0.002125198],"genre_scores_gemma":[0.9558685,0.00002587756,0.04252896,0.0001899211,0.00001683537,0.0007638038,0.00004485766,0.0000211683,0.0005400435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.245719,"threshold_uncertainty_score":0.3767602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05307113748846897,"score_gpt":0.388738606764751,"score_spread":0.335667469276282,"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."}}