{"id":"W4251607423","doi":"10.4018/978-1-5225-2584-4.ch045","title":"Brevity is the Soul of Wit","year":2017,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Session (web analytics); Soul; Mathematics education; Student engagement; Domain (mathematical analysis); Computer science; Focus (optics); Pedagogy; Psychology; World Wide Web; Epistemology; Mathematics","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":[0.001839827,0.0007744181,0.0006373957,0.0009631784,0.005541791,0.008855981,0.0009793955,0.002141603,0.03445126],"category_scores_gemma":[0.006639782,0.0004725446,0.0003693943,0.001187019,0.01751848,0.01219955,0.005295765,0.006104441,0.02041595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002253112,"about_ca_system_score_gemma":0.001506641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00164535,"about_ca_topic_score_gemma":0.003054256,"domain_scores_codex":[0.9979104,0.000739166,0.00008744246,0.0005058965,0.0005446703,0.00021227],"domain_scores_gemma":[0.9981753,0.0007246931,0.0001273356,0.0005504259,0.000287485,0.0001348693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003252862,0.00001257854,0.0001095685,0.0000971999,0.000007138153,0.00009075757,0.01058945,0.00007932809,0.0002527401,0.8289494,0.1172805,0.04249888],"study_design_scores_gemma":[0.000002066808,0.000006317507,0.00005339746,0.0001131895,0.000001854423,0.0000918656,0.0008395205,0.00002525415,0.00008714049,0.03270147,0.9660728,0.000005068239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00217062,0.01108878,0.008935614,0.01587775,0.006090419,0.00005734841,0.0001314749,0.0003087924,0.9553391],"genre_scores_gemma":[0.1047648,0.00877169,0.004634362,0.01053187,0.003414037,0.0001496812,0.0001901665,0.001112679,0.8664307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03445126,"threshold_uncertainty_score":0.115251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06980395069117627,"score_gpt":0.3841819552448787,"score_spread":0.3143780045537024,"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."}}