{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002755028,0.0003279262,0.0003106217,0.0003479173,0.0001619176,0.000358155,0.000474929,0.0001673518,0.002154707],"category_scores_gemma":[0.002612612,0.0001102687,0.0001162089,0.000224612,0.0002610036,0.0002099636,0.0004527714,0.0003378847,0.0002937717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000176745,"about_ca_system_score_gemma":0.0003263135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008296896,"about_ca_topic_score_gemma":0.001187128,"domain_scores_codex":[0.9997259,0.00005075436,0.00002017267,0.00007172421,0.00008780236,0.0000437057],"domain_scores_gemma":[0.9986891,0.0007502728,0.0001899742,0.0001467561,0.00006316097,0.0001606881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002518168,0.03416355,0.04531253,0.0005542124,0.00006993081,0.0001891452,0.002254592,0.00102689,0.1598639,0.0009428738,0.001053712,0.7520506],"study_design_scores_gemma":[0.002128488,0.04307305,0.7198194,0.000197684,0.0003636091,0.00120045,0.001744204,0.007704761,0.2015526,0.002585538,0.01953928,0.00009092377],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965668,0.0001166738,0.001728251,0.0000438125,0.000006158325,0.00008182834,0.00002304137,0.00006802653,0.001365336],"genre_scores_gemma":[0.9857883,0.0003441725,0.01140074,0.00004918279,0.000009843616,0.0001931978,0.0001277433,0.000008527116,0.002078229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002154707,"threshold_uncertainty_score":0.007208228,"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."}}