{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001116961,0.00001571345,0.00001908515,0.00001900352,0.00007540145,0.00001168034,0.00006063711,0.0000238149,0.001239722],"category_scores_gemma":[0.0001220863,0.000009179684,0.000006646496,0.00005638458,0.0000699969,0.0001063783,0.000009816849,0.000005769083,0.0005479245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001708746,"about_ca_system_score_gemma":0.00006297736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001104221,"about_ca_topic_score_gemma":0.00007268575,"domain_scores_codex":[0.9997664,0.00001121596,0.00003297887,0.00004688904,0.00007035417,0.00007218138],"domain_scores_gemma":[0.9998364,0.00009188035,0.000006548862,0.00003059794,0.00001630382,0.00001828239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001319354,0.000004978959,0.001006666,5.597905e-8,0.000001173087,3.533753e-7,0.00023044,2.109987e-8,0.0002304635,0.9212681,0.0202284,0.057028],"study_design_scores_gemma":[0.0001528447,0.000008483074,0.001227515,0.000002410787,4.574056e-7,2.552048e-7,0.0002132833,5.049929e-7,0.003839973,0.2129004,0.7815865,0.00006740976],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005435959,0.000009081046,0.119456,0.02064755,0.00007490058,0.00008566919,1.565669e-7,0.000196588,0.8540941],"genre_scores_gemma":[0.8902691,0.00001870039,0.003806714,0.0002615732,0.00003564112,0.00000435505,1.484896e-7,0.000001325996,0.1056024],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8848332,"threshold_uncertainty_score":0.9996733,"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."}}