{"id":"W2753928915","doi":"10.5539/ells.v7n3p78","title":"Application of Multimodality to Teaching Reading","year":2017,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Inner Mongolia University for Nationalities; Inner Mongolia University","keywords":"Multimodality; Reading (process); Class (philosophy); Enthusiasm; Computer science; Mathematics education; Test (biology); Psychology; Linguistics; Artificial intelligence; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004025903,0.000110695,0.0002068866,0.00007191865,0.0003571503,0.00009082133,0.0001403249,0.00006657282,0.0001778937],"category_scores_gemma":[0.001036812,0.00009120372,0.00003975732,0.00004020715,0.00005716191,0.0001377993,0.00009293655,0.0002307926,0.000007485133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008386094,"about_ca_system_score_gemma":0.000002000118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001046102,"about_ca_topic_score_gemma":0.000007053951,"domain_scores_codex":[0.9992873,0.00009001739,0.0001539168,0.0002491659,0.00007342013,0.000146154],"domain_scores_gemma":[0.9991502,0.0001053627,0.0001269318,0.0004653326,0.0001007167,0.00005148111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003605185,0.00002837462,0.002433597,0.00004948736,0.0001111608,0.0000499466,0.924615,8.753295e-7,0.001441267,0.008531849,0.001138066,0.06156435],"study_design_scores_gemma":[0.001341954,0.0001563836,0.08761588,0.0004305294,0.00007461301,0.00002496567,0.8707058,0.00002766054,0.0009356941,0.000164466,0.03804878,0.0004732934],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537873,0.01916774,0.0002343296,0.0001877213,0.00042339,0.0001626784,0.00002128246,0.0000650237,0.02595058],"genre_scores_gemma":[0.996483,0.000009369684,0.0007766376,0.0006107019,0.00061187,0.00002949236,0.00001612005,0.00001068837,0.001452081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08518228,"threshold_uncertainty_score":0.371918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306821128574087,"score_gpt":0.3666700077898076,"score_spread":0.3536017965040668,"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."}}