{"id":"W2793704454","doi":"10.1145/3176349.3176889","title":"Active Viewing","year":2018,"lang":"en","type":"article","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Active learning (machine learning); Multimedia; Class (philosophy); Online video; Human–computer interaction; Artificial intelligence","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":[0.0006352391,0.0003661141,0.0002163664,0.0007425252,0.0004141568,0.001279211,0.0006701867,0.0005419158,0.03014964],"category_scores_gemma":[0.004403799,0.0001573828,0.0002353929,0.0004270057,0.0001929374,0.001910893,0.001088547,0.0004018522,0.008386347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641772,"about_ca_system_score_gemma":0.0002579444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009808504,"about_ca_topic_score_gemma":0.001449828,"domain_scores_codex":[0.9994457,0.0001112508,0.00003019966,0.0001414279,0.0002090462,0.00006229166],"domain_scores_gemma":[0.9971897,0.001136933,0.0002888423,0.0004565895,0.0005160377,0.0004119117],"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":[0.0007062203,0.0006807632,0.03167412,0.0007466803,0.00005067373,0.0003566546,0.004504822,0.00019038,0.06417271,0.004071003,0.02385883,0.8689871],"study_design_scores_gemma":[0.0001376648,0.003448818,0.253118,0.0007877524,0.0002182382,0.004817382,0.005354568,0.00620105,0.06456568,0.008141303,0.6529782,0.0002313802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5255705,0.003297013,0.1111608,0.001124026,0.0005280956,0.00211744,0.005948126,0.01137687,0.338877],"genre_scores_gemma":[0.8403579,0.001897829,0.03622021,0.0007829504,0.0004673458,0.0005362558,0.004081604,0.0007509352,0.114905],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03014964,"threshold_uncertainty_score":0.1008606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03484969211641591,"score_gpt":0.3726595928402924,"score_spread":0.3378099007238765,"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."}}