{"id":"W3161067873","doi":"10.5539/jel.v10n3p112","title":"Imagineering Learning With Logical Problem Solving","year":2021,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's University of Technology North Bangkok","keywords":"Viewpoints; Process (computing); Problem-based learning; Logical reasoning; Mathematics education; Presentation (obstetrics); Higher-order thinking; Computer science; Critical thinking; Psychology; Management science; Teaching method; Engineering; Cognitively Guided Instruction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008604083,0.00005089576,0.00009695975,0.00006228059,0.000456822,0.0001718065,0.00004899258,0.00003214778,0.0003274677],"category_scores_gemma":[0.0009554051,0.00004270249,0.00002406896,0.0001850178,0.00005717033,0.0001824652,0.00001161761,0.0005024966,0.000004046537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006391085,"about_ca_system_score_gemma":0.001010632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001543562,"about_ca_topic_score_gemma":0.000007720386,"domain_scores_codex":[0.9991568,0.0002209431,0.0001777366,0.00007911769,0.0002332447,0.0001321834],"domain_scores_gemma":[0.9991372,0.0001522452,0.0001164989,0.00002412276,0.0004297535,0.0001402404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003171617,0.0006178833,0.2032604,0.0001040108,0.0001129351,0.00004274878,0.2942683,0.001318032,0.001615552,0.09299517,0.001716873,0.4039163],"study_design_scores_gemma":[0.0002925879,0.00009731435,0.02816567,0.0004516495,0.00004014328,0.000217211,0.2525567,0.00006720841,0.000108703,0.002642763,0.7151479,0.0002122174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802272,0.002065273,0.008110484,0.02500383,0.000899787,0.00007377024,3.260518e-8,0.00005037022,0.08356926],"genre_scores_gemma":[0.9655821,0.000252693,0.02610291,0.0003707656,0.0003335951,0.000001234211,8.251743e-7,0.000006015136,0.007349811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7134309,"threshold_uncertainty_score":0.3585542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176413075968716,"score_gpt":0.3163031171674656,"score_spread":0.298661809570594,"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."}}