{"id":"W2898127842","doi":"10.1007/978-3-319-92390-1_34","title":"Supporting Mathematical Creativity Through Problem Solving","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in mathematics education","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Creativity; Creative problem-solving; Mathematical problem; Computer science; Management science; Cognitive science; Mathematics education; Psychology; Engineering; Social psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007397874,0.0004635045,0.0005822876,0.0002550238,0.0001557221,0.00008658608,0.0004679998,0.00031469,0.0120636],"category_scores_gemma":[0.0004503267,0.0004629194,0.0001302047,0.0001452704,0.0004435384,0.0005533223,0.00009540073,0.000508405,0.001873862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002336904,"about_ca_system_score_gemma":0.0003790747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006418614,"about_ca_topic_score_gemma":0.00002257585,"domain_scores_codex":[0.9972184,0.00005784506,0.001026365,0.0007596728,0.0004395169,0.0004982281],"domain_scores_gemma":[0.9969783,0.0008088265,0.00103266,0.0008997514,0.0001789786,0.0001014279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007157725,0.001134908,0.0001784655,0.0006571479,0.00001765035,0.000004082346,0.03461417,0.000002154699,0.00003878886,0.9406878,0.00760594,0.01505169],"study_design_scores_gemma":[0.0001186258,0.00006489538,0.00004369591,0.0009900468,0.00004614673,0.00006695287,0.003310886,0.00003858802,0.00006732331,0.850904,0.1439084,0.000440447],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001232633,0.001275218,0.00600371,0.0002381929,0.00179508,0.0009629825,0.00001456422,0.0001148867,0.9883627],"genre_scores_gemma":[0.006691643,0.0006453641,0.05997043,0.0003503803,0.0007032627,0.0002876774,0.00005452134,0.0001471036,0.9311496],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1363024,"threshold_uncertainty_score":0.9997823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04525716831903338,"score_gpt":0.4193774754601541,"score_spread":0.3741203071411208,"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."}}