{"id":"W4210873161","doi":"10.22342/jme.12.3.14143.563-580","title":"A PRAXEOLOGICAL ANALYSIS OF PRE-SERVICE ELEMENTARY TEACHER-DESIGNED MATHEMATICS COMICS","year":2021,"lang":"en","type":"article","venue":"Journal on Mathematics Education","topic":"Educational Games and Gamification","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"Lembaga Penelitian dan Pengabdian kepada Masyarakat, Universitas Riau; Universitas Riau","keywords":"Praxeology; Mathematics education; Praxis; Logos Bible Software; Task (project management); Comics; Mathematics; Computer science; Artificial intelligence; Engineering; Epistemology","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":[0.0007007598,0.0001735352,0.0004012827,0.0004152461,0.00007951263,0.00005359161,0.000254311,0.0001356015,0.003434208],"category_scores_gemma":[0.0002327578,0.0001533617,0.000206846,0.001044385,0.00003512764,0.00006747067,0.0000253987,0.000262983,0.00007068729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001231188,"about_ca_system_score_gemma":0.0003233572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000217103,"about_ca_topic_score_gemma":0.00002462361,"domain_scores_codex":[0.9981773,0.0001716083,0.0008491668,0.0002248134,0.0003808751,0.0001961778],"domain_scores_gemma":[0.9975217,0.0003563233,0.0009750247,0.0005524046,0.0004676701,0.0001268662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001301226,0.04605757,0.01963005,0.0006423838,0.007183366,0.00001364185,0.08406455,0.000683439,0.008056677,0.7268714,0.0901253,0.01654145],"study_design_scores_gemma":[0.003072532,0.001108045,0.5283921,0.001187435,0.01386822,0.001054255,0.2254048,0.01457061,0.003884941,0.1728244,0.03260271,0.002029852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561835,0.00033122,0.02012208,0.003851424,0.0007474854,0.0003134414,0.0000181732,0.00004494073,0.01838773],"genre_scores_gemma":[0.7487321,0.0001611277,0.220906,0.00241503,0.0006269225,0.0001320268,0.0003531488,0.0001093242,0.02656429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.554047,"threshold_uncertainty_score":0.9974768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04765911374785076,"score_gpt":0.3754081429628053,"score_spread":0.3277490292149545,"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."}}