{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002462016,0.002188782,0.001145257,0.001266108,0.002842833,0.003141002,0.002366243,0.002152203,0.07064545],"category_scores_gemma":[0.002888595,0.000534042,0.001278298,0.0006232689,0.0006038901,0.001849258,0.004402641,0.002724664,0.01684061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097532,"about_ca_system_score_gemma":0.002463268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002964028,"about_ca_topic_score_gemma":0.01375958,"domain_scores_codex":[0.9991309,0.0001613394,0.00003419295,0.000184035,0.0001694586,0.0003200275],"domain_scores_gemma":[0.9953347,0.0002895756,0.00004508739,0.0001297604,0.0003196594,0.003881224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01709786,0.05714829,0.01116633,0.0007390887,0.0002566132,0.001337286,0.007538367,0.006932622,0.03333116,0.02475945,0.4456027,0.3940903],"study_design_scores_gemma":[0.006767989,0.03207693,0.09123471,0.0004251354,0.0001530418,0.001462545,0.008161169,0.03866119,0.01975841,0.04177046,0.7589242,0.0006040636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6617657,0.0005764661,0.0384118,0.006123718,0.005789465,0.003667098,0.006033779,0.004052801,0.2735792],"genre_scores_gemma":[0.5732557,0.0004936174,0.04668085,0.001887384,0.0008462965,0.00177213,0.007477511,0.001549917,0.3660367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07064545,"threshold_uncertainty_score":0.2363326,"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."}}