{"id":"W2616027936","doi":"10.1080/0309877x.2017.1323188","title":"Do clickers work for students with poorer grades and in harder courses?","year":2017,"lang":"en","type":"article","venue":"Journal of Further and Higher Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Mathematics education; Psychology; Curriculum; Aptitude; Student achievement; Academic achievement; Pedagogy; Developmental psychology","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":[0.001519828,0.00005412804,0.0001128704,0.0000815635,0.0002899152,0.0002594659,0.0001392332,0.00004030341,0.00002398939],"category_scores_gemma":[0.00008581046,0.00003952929,0.00001541261,0.00005499539,0.0001701847,0.0002782111,0.00001029867,0.0001163268,2.758308e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004373602,"about_ca_system_score_gemma":0.0001466365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001697769,"about_ca_topic_score_gemma":0.00007949665,"domain_scores_codex":[0.9993871,0.0001202545,0.0001335464,0.00007414744,0.0001844193,0.0001005019],"domain_scores_gemma":[0.9993541,0.00007566794,0.0002879678,0.00007103882,0.00016468,0.00004655865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008563124,0.00008906628,0.9669811,0.000005462849,0.00002250347,3.870157e-7,0.01539132,2.083291e-7,0.00002529137,0.00235906,0.000785418,0.01425461],"study_design_scores_gemma":[0.0004367932,0.00005202413,0.9767178,0.00008464009,0.0000187156,0.000001428295,0.003741396,4.839874e-8,0.000008123612,0.003978801,0.0149055,0.00005466814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886987,0.0003363906,0.00008852167,0.008313455,0.0005965045,0.0001235105,3.61557e-7,0.000002120728,0.001840417],"genre_scores_gemma":[0.9923124,0.00004900096,0.005690514,0.0001663752,0.0004373106,0.000004859298,1.658775e-7,0.000006593716,0.001332757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01419995,"threshold_uncertainty_score":0.2502036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06634882727099763,"score_gpt":0.4860230334705121,"score_spread":0.4196742061995145,"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."}}