{"id":"W2075821725","doi":"10.2304/elea.2007.4.3.329","title":"Assessing Multimodal Learning Practices","year":2007,"lang":"en","type":"article","venue":"E-Learning and Digital Media","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Reading (process); Computer science; Space (punctuation); Mathematics education; Psychology; Pedagogy; World Wide Web; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004402466,0.0001389684,0.0001383507,0.0001165773,0.0004965946,0.002034308,0.00006139171,0.00005167853,0.0004298893],"category_scores_gemma":[0.002875893,0.0001203427,0.00003764635,0.00004255888,0.0001533406,0.002382214,0.00003276496,0.0004253522,0.0001755251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001978146,"about_ca_system_score_gemma":0.00004280938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009507372,"about_ca_topic_score_gemma":0.0000445409,"domain_scores_codex":[0.9989866,0.0000370872,0.0002191597,0.000225535,0.0002195863,0.0003120188],"domain_scores_gemma":[0.998458,0.0009514831,0.0002699647,0.00006193759,0.00009534473,0.0001632242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000304641,0.00008944266,0.04446736,0.000045879,0.00002269262,0.00001866198,0.6922414,0.00000429728,0.00002238368,0.001074463,0.0005168712,0.2614661],"study_design_scores_gemma":[0.0003304975,0.00009645148,0.01086361,0.00009307434,0.00002268011,0.00001620031,0.5109943,0.0002253865,0.00004457208,0.0003138605,0.4767177,0.0002816914],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8975879,0.0004627361,0.00005213463,0.0001479503,0.001251213,0.00004778173,0.00000160237,0.0001576997,0.100291],"genre_scores_gemma":[0.989753,0.00002384955,0.0001944247,0.00006569922,0.002438306,0.000002694144,0.00008750652,0.00002240733,0.007412083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4762008,"threshold_uncertainty_score":0.9990017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03952135409894608,"score_gpt":0.309954005125624,"score_spread":0.270432651026678,"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."}}