{"id":"W2942817286","doi":"10.1145/3290607.3312878","title":"NoteStruct","year":2019,"lang":"en","type":"article","venue":"","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Office of Naval Research; National Taiwan University; Ministry of Science and Technology, Taiwan; Intel Corporation","keywords":"Computer science; Multimedia; Interpretation (philosophy); Online video; Note-taking; Online learning; Elaboration; Sample (material); Human–computer interaction; Mathematics education; World Wide Web; Psychology; Knowledge management","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001986956,0.0007607025,0.0003420552,0.001097501,0.0008744902,0.002423878,0.001437214,0.0009019932,0.1509019],"category_scores_gemma":[0.01462907,0.0003578618,0.0005101918,0.0007746414,0.0005204186,0.00245166,0.002562111,0.0008398296,0.06085769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005023832,"about_ca_system_score_gemma":0.00107423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117744,"about_ca_topic_score_gemma":0.002132636,"domain_scores_codex":[0.9983783,0.0002875064,0.0001774713,0.0004223345,0.0005992468,0.0001352215],"domain_scores_gemma":[0.9896624,0.004251064,0.0007435389,0.002407112,0.002153314,0.0007826458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001853224,0.0002863742,0.007084914,0.001578871,0.00003962639,0.0008191729,0.004104847,0.0006105425,0.04251509,0.0153833,0.2647218,0.6610023],"study_design_scores_gemma":[0.0001486632,0.0004548466,0.01156477,0.0003153877,0.00003886873,0.0009921016,0.001190964,0.001632601,0.02521164,0.006370761,0.9519568,0.0001225946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.1448441,0.00221331,0.251969,0.002508323,0.003460816,0.003429386,0.05462486,0.1371305,0.3998198],"genre_scores_gemma":[0.332798,0.00139541,0.2077766,0.001705094,0.0007512057,0.002931008,0.04738805,0.02200851,0.3832462],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1509019,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01615977794150849,"score_gpt":0.340219035795312,"score_spread":0.3240592578538036,"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."}}