{"id":"W1819140510","doi":"10.1007/978-1-4419-1428-6_124","title":"Learning with Games","year":2012,"lang":"en","type":"article","venue":"","topic":"Educational Games and Gamification","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007226671,0.00002876165,0.00002611493,0.00001656185,0.00002071446,0.00000503502,0.0000254947,0.00001711247,0.004672433],"category_scores_gemma":[0.000005428747,0.00002003521,0.0000077919,0.00004623138,0.00001307919,0.00004477094,0.000002670022,0.00004622803,0.001230695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000544816,"about_ca_system_score_gemma":0.000004462124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002680416,"about_ca_topic_score_gemma":0.000001474426,"domain_scores_codex":[0.999744,0.0000187846,0.00003802049,0.00005348725,0.00004001261,0.0001057125],"domain_scores_gemma":[0.9998288,0.00002823376,0.00001804011,0.00007360776,0.00001612862,0.00003524801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001236658,0.0001436489,0.6572627,0.000001799792,0.00002244425,1.248281e-7,0.008942746,0.00000423911,0.00009204251,0.2865425,0.01052094,0.03645444],"study_design_scores_gemma":[0.00006096796,0.00003059259,0.676805,0.000001154022,0.000003534572,0.000007104618,0.004124943,0.000001658428,0.00003796833,0.00003908536,0.3188503,0.0000377198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5440412,0.0001939039,0.001036721,0.00079224,0.0001950204,0.00003452611,1.083008e-7,0.00004284308,0.4536635],"genre_scores_gemma":[0.8900648,0.000001595428,0.0007630301,0.0001969596,0.0001609691,0.00001492058,0.000004652557,0.000004642743,0.1087885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3460236,"threshold_uncertainty_score":0.9995469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02593145555583716,"score_gpt":0.3289443717226949,"score_spread":0.3030129161668578,"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."}}