{"id":"W4399668416","doi":"10.1145/3628516.3656273","title":"Evaluating Children's Engagement with Technology Through the Lens of the Grammar of Visual Design","year":2024,"lang":"en","type":"article","venue":"","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Universidade do Minho; International Council for Canadian Studies","keywords":"Computer science; Grammar; Lens (geology); Human–computer interaction; Linguistics; Optics; Physics; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004239368,0.0006417093,0.0004166319,0.0019623,0.000674186,0.003337905,0.0005413027,0.0008758081,0.002500712],"category_scores_gemma":[0.01841618,0.0004127653,0.0005571446,0.0008742656,0.002106004,0.001694899,0.001595065,0.0008383261,0.0003876938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008383468,"about_ca_system_score_gemma":0.0004296491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003358388,"about_ca_topic_score_gemma":0.005583859,"domain_scores_codex":[0.997074,0.001662482,0.0001424395,0.0003061606,0.0005873948,0.000227585],"domain_scores_gemma":[0.9869119,0.009307814,0.001526731,0.0008739706,0.001132495,0.0002471559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002252612,0.0002895139,0.2646195,0.0007973326,0.000071132,0.002274443,0.5975874,0.001689071,0.0438819,0.004309351,0.0007322847,0.08352288],"study_design_scores_gemma":[0.00005619156,0.001890904,0.4881892,0.0006146365,0.000173669,0.007177175,0.4287156,0.00533038,0.02654171,0.005722083,0.03530921,0.0002793558],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897512,0.000187545,0.005008479,0.00006204392,0.000003912271,0.00006975207,0.00006683839,0.00003512104,0.004815207],"genre_scores_gemma":[0.9904413,0.0002985886,0.007811938,0.00002444272,0.00000226413,0.00009496083,0.00006302427,0.00002139136,0.001242068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004239368,"threshold_uncertainty_score":0.02242017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07417042153124422,"score_gpt":0.3673588905028373,"score_spread":0.2931884689715931,"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."}}