{"id":"W2943549365","doi":"10.1111/bjet.12796","title":"A digital game‐based assessment of middle‐school and college students’ choices to seek critical feedback and to revise","year":2019,"lang":"en","type":"article","venue":"British Journal of Educational Technology","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada; Killam Trusts","keywords":"Mathematics education; Psychology; Critical thinking; Outcome (game theory); Game based learning; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001745778,0.0005288634,0.0004748724,0.001199426,0.0003857027,0.001094755,0.0005521425,0.0005428478,0.002807142],"category_scores_gemma":[0.00821005,0.000269792,0.00037551,0.0004391579,0.0003541788,0.000746333,0.0007526467,0.0006876945,0.0007064221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004394054,"about_ca_system_score_gemma":0.0004199338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008774587,"about_ca_topic_score_gemma":0.001923714,"domain_scores_codex":[0.9989675,0.0003521325,0.0001378835,0.0001765245,0.0002598483,0.0001060291],"domain_scores_gemma":[0.9927993,0.003872404,0.0009335935,0.0003763602,0.000999987,0.001018434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003451579,0.02875762,0.599304,0.0004382279,0.0001736513,0.0004047615,0.01702588,0.003020658,0.03106537,0.001011876,0.002731962,0.3126144],"study_design_scores_gemma":[0.0003447706,0.01845081,0.9341121,0.0001184081,0.00007499468,0.0003047291,0.008282149,0.01474152,0.01746412,0.00115608,0.0047895,0.0001608316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987091,0.000007162881,0.0004218544,0.000009122266,0.000002807912,0.000103239,0.00003179987,0.00001481617,0.0007001112],"genre_scores_gemma":[0.993813,0.00003294953,0.004107771,0.00002265121,0.000003451993,0.0002801701,0.0001401324,0.000006319924,0.001593458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002807142,"threshold_uncertainty_score":0.009390831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0191137828192473,"score_gpt":0.3847313091356912,"score_spread":0.3656175263164439,"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."}}