{"id":"W4385776865","doi":"10.1002/jdd.13361","title":"Impacts of gamified homework in an online oral biology course","year":2023,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medical education; Biomedical sciences; Oral medicine; Dentistry; Medicine; Library science; Psychology; Computer science; Nursing","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":[0.001040851,0.00003824085,0.0001131905,0.0002393792,0.00005355368,0.00001615432,0.0001278648,0.00006361475,0.00009642525],"category_scores_gemma":[0.0002619564,0.00003459865,0.00003649908,0.0005686842,0.0000574713,0.0002570137,0.000008756373,0.0001577686,0.000009917509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009038958,"about_ca_system_score_gemma":0.001106659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001301614,"about_ca_topic_score_gemma":0.003073191,"domain_scores_codex":[0.9992595,0.000178146,0.0002425235,0.00005003157,0.000139271,0.0001304835],"domain_scores_gemma":[0.9994355,0.00006954974,0.0002705885,0.00004389892,0.0001034001,0.00007699978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000796665,0.0006657998,0.9074716,0.00001601235,0.00001325136,0.000004331537,0.02049085,0.00006216338,0.006511958,0.001951103,0.001102048,0.06163119],"study_design_scores_gemma":[0.0004860259,0.0004054085,0.9202741,0.0001619488,0.0000200691,0.00001039107,0.07167201,0.00003788527,0.0003195749,0.003295854,0.003220517,0.00009625423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977206,0.0002219647,0.000005691376,0.000787437,0.0008488628,0.00005394318,0.000002539606,0.000006855408,0.0003520816],"genre_scores_gemma":[0.9989986,0.000156298,0.0003385508,0.0000687974,0.0003064578,7.000275e-7,0.00001326062,0.000003888352,0.0001134722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06153494,"threshold_uncertainty_score":0.196766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05290946887758359,"score_gpt":0.4372427047308582,"score_spread":0.3843332358532747,"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."}}