{"id":"W2997346520","doi":"10.1109/csci46756.2018.00136","title":"Click For Marks: A Student Response System","year":2018,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Gadget; Computer science; Class (philosophy); Multimedia; Mathematics education; Human–computer interaction; Artificial intelligence; Psychology; Algorithm","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":[0.004002874,0.001863543,0.00152601,0.002149467,0.0009576411,0.002077726,0.002057817,0.002765289,0.1340201],"category_scores_gemma":[0.01045952,0.0005940353,0.0005931036,0.0007455215,0.0003347972,0.001945246,0.003533338,0.001372859,0.1310279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004359051,"about_ca_system_score_gemma":0.0005409301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006741378,"about_ca_topic_score_gemma":0.0009508813,"domain_scores_codex":[0.996457,0.0008993292,0.0004429155,0.0005509682,0.001284444,0.0003652761],"domain_scores_gemma":[0.9887394,0.003862591,0.000758447,0.002058612,0.002796481,0.001784512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003454394,0.001144615,0.006689196,0.0006247668,0.00007825774,0.0007892303,0.0006508401,0.0005146787,0.01733385,0.002497273,0.6301611,0.3360618],"study_design_scores_gemma":[0.001540667,0.002768047,0.02381472,0.0004320658,0.0002115046,0.00171949,0.0006725568,0.05814381,0.07823179,0.008971268,0.8225869,0.0009070256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.03128179,0.0005643337,0.174426,0.002043639,0.001777943,0.004317155,0.01928518,0.7161479,0.05015605],"genre_scores_gemma":[0.4158008,0.000896767,0.1657625,0.005910984,0.002143414,0.006514534,0.03520701,0.03868164,0.3290824],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1340201,"threshold_uncertainty_score":0.448342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0797837754993802,"score_gpt":0.492955138222679,"score_spread":0.4131713627232988,"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."}}