{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01410485,0.00006072501,0.0001061436,0.00006547326,0.0006245044,0.0000638997,0.00025524,0.00005961278,0.0001400986],"category_scores_gemma":[0.001588391,0.00005070993,0.00003996577,0.000259923,0.000227914,0.00007636403,0.00004075271,0.0000575493,0.00009320641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000257479,"about_ca_system_score_gemma":0.0001358567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004271943,"about_ca_topic_score_gemma":0.0003805028,"domain_scores_codex":[0.9975651,0.001602271,0.0001600401,0.0001659327,0.0002498043,0.0002568555],"domain_scores_gemma":[0.998559,0.0008993953,0.00005895414,0.0001607724,0.0002744299,0.00004744299],"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":[0.0005212766,0.00004614486,0.003195339,0.00001373565,0.00002643816,0.000001340347,0.03644156,7.699677e-8,0.001956396,0.9309278,0.01970874,0.007161126],"study_design_scores_gemma":[0.0005748289,0.0003884902,0.02452629,0.00004186634,0.00001386055,0.000001048368,0.06531768,0.00008153414,0.001446675,0.001466309,0.9059072,0.0002342395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4257438,0.000007396869,0.1583219,0.002249494,0.0011546,0.0007445407,0.000003676378,0.0003361648,0.4114385],"genre_scores_gemma":[0.899439,2.806425e-7,0.07322325,0.0003712063,0.0007207606,0.00004851581,3.444973e-7,0.000009678455,0.02618701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9294615,"threshold_uncertainty_score":0.4888486,"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."}}