{"id":"W4392114492","doi":"10.3998/mpub.12837931","title":"Teaching Difficult Topics","year":2024,"lang":"en","type":"book","venue":"University of Michigan Press eBooks","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; West Virginia University","keywords":"Computer science; Cognitive science; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008308121,0.0001623461,0.0002117113,0.0001026687,0.00006879516,0.00001229642,0.0003563734,0.0002927652,0.0001861831],"category_scores_gemma":[0.000004598981,0.0001889709,0.0001348486,0.000006414825,0.0001186507,0.0000160917,0.00009899535,0.0005064341,0.0001260918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004909993,"about_ca_system_score_gemma":0.000124174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000508711,"about_ca_topic_score_gemma":0.0001568174,"domain_scores_codex":[0.9992039,0.00005126221,0.0001417668,0.0003295456,0.0001404098,0.0001330909],"domain_scores_gemma":[0.9992806,0.00005290449,0.000158002,0.0003770237,0.00007489461,0.00005658205],"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":[0.00002676869,0.00005481108,0.000002221248,0.0001965948,0.0002907859,0.00002283471,0.04235984,0.000001377035,0.00005388017,0.7574219,0.1874602,0.01210886],"study_design_scores_gemma":[0.0001469857,0.00002860532,0.00009107248,0.0001575806,0.0001853483,0.000005477968,0.001363901,0.000005573558,0.00001087069,0.002569409,0.9952632,0.0001719654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001066233,0.0006444926,0.00008088674,0.0002046655,0.0007779956,0.0001846401,0.0001172016,0.00007216312,0.9968517],"genre_scores_gemma":[0.0006190823,0.00001330083,0.0002999193,0.00005275369,0.0002821352,3.900167e-7,0.0001388882,0.00002468669,0.9985688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.807803,"threshold_uncertainty_score":0.7706009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02476811609653428,"score_gpt":0.261499779521465,"score_spread":0.2367316634249307,"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."}}