{"id":"W1902821850","doi":"","title":"Facilitating Mathematics Problem-Solving Skills via Computer","year":2001,"lang":"en","type":"article","venue":"The International Journal of Creativity and Problem Solving","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CTBS; Mathematics education; Test (biology); Psychology; Control (management); Measure (data warehouse); Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006016635,0.0001882572,0.0003121227,0.0001878886,0.0002819301,0.000180715,0.0004840923,0.00007984258,0.000335436],"category_scores_gemma":[0.0003862299,0.0001282178,0.0001145276,0.0001551592,0.0001422414,0.0002934251,0.0001325017,0.0008120878,0.00001652296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006720495,"about_ca_system_score_gemma":0.00004042278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001020619,"about_ca_topic_score_gemma":0.000007665311,"domain_scores_codex":[0.9976615,0.0007577054,0.0006782401,0.0001774551,0.0004638125,0.0002612286],"domain_scores_gemma":[0.9958308,0.002665031,0.0008064277,0.0001501765,0.0004886849,0.00005889006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002730811,0.0007771772,0.04247355,0.00008567741,0.001375419,0.0001998113,0.1893995,0.0017474,0.006427972,0.02027027,0.001694991,0.7352751],"study_design_scores_gemma":[0.01483623,0.005015587,0.3051473,0.009494051,0.0009339185,0.03234071,0.04471464,0.05495965,0.00273509,0.4254869,0.1004954,0.003840522],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.458898,0.000231737,0.5233157,0.001411097,0.0005017434,0.0001234963,0.00000269501,0.0000295345,0.01548607],"genre_scores_gemma":[0.7905212,0.00003364043,0.2070728,0.0002997842,0.0006067729,0.0000035096,0.000001943986,0.00002077398,0.001439533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7314346,"threshold_uncertainty_score":0.5228568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442221863154694,"score_gpt":0.3560422046293188,"score_spread":0.3216199859977719,"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."}}