{"id":"W6981744936","doi":"","title":"Experiencing mathematics through commercial board game play","year":2024,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Game based learning; Work (physics)","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":[0.003177612,0.0002269088,0.0003179678,0.00007268234,0.000212846,0.0003628378,0.0005342814,0.0001220406,0.0006766791],"category_scores_gemma":[0.005563611,0.0002052979,0.0001317702,0.0003851235,0.0002216508,0.0001729423,0.0002596356,0.0003320943,0.0001149062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007347543,"about_ca_system_score_gemma":0.0001043738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001989644,"about_ca_topic_score_gemma":0.000172613,"domain_scores_codex":[0.9966384,0.001712219,0.0005072855,0.0004185385,0.0003820287,0.0003414816],"domain_scores_gemma":[0.9903371,0.007919724,0.0001303269,0.0009541574,0.0005332057,0.0001254345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002102583,0.000172364,0.00005460122,0.0001551288,0.0000247486,0.000007753591,0.03175475,3.614142e-7,0.001393736,0.9346743,0.002260848,0.02949932],"study_design_scores_gemma":[0.0003883927,0.000001359975,0.0004707694,0.002567138,0.00007881723,0.00003348104,0.001180744,0.02617122,0.06293653,0.8798605,0.02573559,0.0005754892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05742229,0.0002906328,0.8497844,0.002603053,0.0002184653,0.0002055429,0.00002888272,0.000349877,0.08909687],"genre_scores_gemma":[0.3520831,0.00007334373,0.6446486,0.00009467017,0.00003223907,0.0000414464,0.00001367834,0.00004208277,0.002970896],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2946608,"threshold_uncertainty_score":0.8371806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0554185513327895,"score_gpt":0.3304133141243989,"score_spread":0.2749947627916094,"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."}}