{"id":"W2794899125","doi":"10.47756/aihc.y1i1.10","title":"Towards development of an effective low-cost interactive whiteboard for promoting student engagement in sociology courses","year":2016,"lang":"en","type":"article","venue":"Avances en Interacción Humano-Computadora","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"Algoma University","keywords":"Interactive whiteboard; Class (philosophy); Context (archaeology); USable; Computer science; Mathematics education; Usability; Student engagement; Whiteboard; Active learning (machine learning); Multimedia; Psychology; Human–computer interaction","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":[],"consensus_categories":[],"category_scores_codex":[0.001307048,0.0002133343,0.0003638201,0.0003139333,0.0003285963,0.00004841662,0.0005413414,0.0001494944,0.0001293446],"category_scores_gemma":[0.0006493102,0.0001647202,0.00008112782,0.0001553063,0.000399619,0.000619225,0.0001049204,0.0002391673,0.00002270213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007429977,"about_ca_system_score_gemma":0.0002737575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000129323,"about_ca_topic_score_gemma":0.006856075,"domain_scores_codex":[0.9977103,0.0006100294,0.0005871973,0.0004610372,0.000242209,0.0003891665],"domain_scores_gemma":[0.9980253,0.0009308264,0.0003892869,0.0001800602,0.0004058337,0.00006867685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001162218,0.0007742033,0.02339878,0.00004266647,0.0001146714,0.000002305661,0.4377319,0.0000220013,0.001084085,0.008819966,0.0001605726,0.5277326],"study_design_scores_gemma":[0.006194988,0.001993423,0.4654126,0.00254825,0.00009912095,0.000004335596,0.3517297,0.0005400113,0.09908246,0.02999127,0.04071584,0.00168801],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875149,0.00002753945,0.007499668,0.001129618,0.001115302,0.001703126,0.00000860028,0.0001064253,0.0008948137],"genre_scores_gemma":[0.9933917,0.00001559891,0.005311087,0.000111686,0.0001890515,0.0008147212,0.00001774047,0.00001795342,0.000130488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5260446,"threshold_uncertainty_score":0.6717096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0258887112832429,"score_gpt":0.4020381289471688,"score_spread":0.376149417663926,"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."}}