{"id":"W4200377877","doi":"10.32907/ro-127-1985277554","title":"The M-Factor: An experiential learning student competition","year":2021,"lang":"en","type":"article","venue":"Research outreach","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Experiential learning; Competition (biology); Psychology; Factor (programming language); Mathematics education; 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":[],"category_scores_codex":[0.0008453121,0.00006238314,0.00006466434,0.00005202965,0.0005655072,0.0002029172,0.000218109,0.00005476112,0.00204025],"category_scores_gemma":[0.0001159534,0.0000485805,0.00003976843,0.0002227338,0.0001199054,0.00006916983,0.00006262385,0.0004243797,0.0005997389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006748331,"about_ca_system_score_gemma":0.0001028835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001049178,"about_ca_topic_score_gemma":0.0001062647,"domain_scores_codex":[0.9976017,0.001088094,0.0001445389,0.0002878218,0.0005429046,0.0003349478],"domain_scores_gemma":[0.9986464,0.0003887974,0.00003049437,0.0004133417,0.0004171238,0.0001038339],"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":[0.0001242204,0.002328843,0.08200809,0.00001388836,0.0001547269,0.00004384532,0.1018212,0.00002020578,0.01472176,0.6578643,0.009420071,0.1314789],"study_design_scores_gemma":[0.0002556301,0.0001315834,0.4183088,0.000007720796,0.000003142924,0.00001196397,0.08070959,0.00002897484,0.0005878354,0.0005220289,0.4993492,0.00008351983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532283,0.001097771,0.0001250951,0.003137122,0.0006303764,0.0001609164,0.000004114759,0.00004117996,0.04157513],"genre_scores_gemma":[0.9634413,0.00009547277,0.00004086156,0.00003082457,0.0004495259,0.0001216643,0.0001217672,0.00001343851,0.03568513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6573423,"threshold_uncertainty_score":0.998872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297658257518469,"score_gpt":0.5025105290788902,"score_spread":0.3727447033270432,"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."}}