{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008810922,0.001340133,0.0006126577,0.0006535209,0.001212293,0.00505052,0.001370548,0.00114773,0.04501937],"category_scores_gemma":[0.006195896,0.0002822164,0.0004194457,0.0003522497,0.00192904,0.002887407,0.003907215,0.001667724,0.00401848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006061488,"about_ca_system_score_gemma":0.0003737299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001038991,"about_ca_topic_score_gemma":0.00243769,"domain_scores_codex":[0.9990537,0.0004045008,0.00001819863,0.0001785372,0.0001605451,0.0001845486],"domain_scores_gemma":[0.9977192,0.001326586,0.000102582,0.0001161603,0.0001176661,0.0006178187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.006225694,0.00325814,0.01889154,0.002723604,0.0004606182,0.003434917,0.3067398,0.008580945,0.1128111,0.1886948,0.1012761,0.2469028],"study_design_scores_gemma":[0.001116955,0.003058292,0.05052857,0.001070431,0.0002850389,0.002488796,0.1222213,0.03032575,0.01145151,0.1475881,0.6294804,0.0003848216],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6736099,0.0009320293,0.06337251,0.002798637,0.000590894,0.0004575591,0.0006136567,0.00146728,0.2561575],"genre_scores_gemma":[0.9352431,0.0004364073,0.01471903,0.0005811629,0.00008930451,0.0003996503,0.0004004462,0.0003499562,0.04778092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04501937,"threshold_uncertainty_score":0.1506048,"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."}}