{"id":"W2480911879","doi":"10.1145/2930674.2930690","title":"Design Rationale","year":2016,"lang":"en","type":"article","venue":"","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; China Scholarship Council","keywords":"Dyslexia; Computer science; Reading (process); Spelling; Human–computer interaction; Process (computing); Instructional design; Multimedia; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02440832,0.001813028,0.0009620896,0.003295439,0.002872645,0.00750267,0.003545019,0.003899274,0.1468732],"category_scores_gemma":[0.04744227,0.001113624,0.00131557,0.002531109,0.002710918,0.004175283,0.004506076,0.004028963,0.0480503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004003226,"about_ca_system_score_gemma":0.01016702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002308273,"about_ca_topic_score_gemma":0.004280891,"domain_scores_codex":[0.9806446,0.009564814,0.002050694,0.002079772,0.004613181,0.001046886],"domain_scores_gemma":[0.9719834,0.009517465,0.00109969,0.004416305,0.0109909,0.001992126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002416693,0.001328908,0.00292867,0.007923007,0.0000805573,0.001076379,0.01035079,0.00282714,0.006572451,0.3083583,0.2018275,0.4543097],"study_design_scores_gemma":[0.0002937469,0.000490399,0.00050811,0.001484666,0.00004313398,0.0002434834,0.001671962,0.0006151051,0.001200931,0.02152479,0.9718837,0.0000400014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0194203,0.005334878,0.3222039,0.01325371,0.005174004,0.1228042,0.01807198,0.002999939,0.4907372],"genre_scores_gemma":[0.06967441,0.004472222,0.5276546,0.01358724,0.0005492379,0.168104,0.009224222,0.001800378,0.2049337],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1468732,"threshold_uncertainty_score":0.4913399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05217922979862621,"score_gpt":0.2850789858015196,"score_spread":0.2328997560028934,"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."}}