{"id":"W2662252002","doi":"","title":"Problem posing: Students between driven creativity and mathematical failure","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Creativity; Mathematics education; Computer science; Process (computing); Swing; Artificial intelligence; Cognitive science; Management science; Psychology; Engineering; Programming language; Social psychology; Mechanical engineering","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":[0.003796062,0.0007558118,0.0006566099,0.001092837,0.003459996,0.009546928,0.001464411,0.003495686,0.02805861],"category_scores_gemma":[0.03664734,0.0003004445,0.0007946346,0.0009544893,0.005619171,0.004175127,0.005310898,0.006800784,0.002933879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629192,"about_ca_system_score_gemma":0.004443576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00077162,"about_ca_topic_score_gemma":0.000849051,"domain_scores_codex":[0.9968472,0.001192189,0.0001987556,0.0005071588,0.0007149242,0.0005397208],"domain_scores_gemma":[0.9804134,0.006934908,0.002882967,0.0009246701,0.001949704,0.006894353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.002088762,0.005171312,0.1481165,0.001181069,0.0001836176,0.01574698,0.1929677,0.003441897,0.00919284,0.2384771,0.2238744,0.1595578],"study_design_scores_gemma":[0.0004554996,0.00101069,0.03790941,0.0007224746,0.000109019,0.03163513,0.2042192,0.007767037,0.004273864,0.5481418,0.1635088,0.0002470865],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8276169,0.001065824,0.01183384,0.08275314,0.002382677,0.0001988478,0.0003137915,0.0004849097,0.07335009],"genre_scores_gemma":[0.982694,0.000297046,0.002160456,0.00282449,0.0002501893,0.00006261065,0.0001250216,0.0001009034,0.01148529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02805861,"threshold_uncertainty_score":0.09386545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04266504234851418,"score_gpt":0.3376558090555378,"score_spread":0.2949907667070236,"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."}}