{"id":"W2331189919","doi":"10.1142/9789814324700_0129","title":"LEARNING TO GROW OPTIMALLY","year":2010,"lang":"en","type":"article","venue":"","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Artificial intelligence; Speech recognition","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":[0.0009083373,0.000582174,0.0004044339,0.0003775837,0.0007018021,0.003294669,0.000623914,0.0009238457,0.01764084],"category_scores_gemma":[0.007068543,0.0002486624,0.0004262335,0.00040972,0.001139371,0.005036089,0.003001324,0.002494375,0.006486386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007448324,"about_ca_system_score_gemma":0.002448542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007733167,"about_ca_topic_score_gemma":0.001089982,"domain_scores_codex":[0.9990959,0.0002736247,0.00003385296,0.0001829246,0.0002169878,0.0001966988],"domain_scores_gemma":[0.997051,0.001296104,0.0002873222,0.000414645,0.000496056,0.0004548524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002616734,0.0005070794,0.007993083,0.0001159298,0.00003463675,0.0003528653,0.001420973,0.01926242,0.006124606,0.6638739,0.04927164,0.2507812],"study_design_scores_gemma":[0.00006660802,0.0001533349,0.002996383,0.0001197065,0.0000301761,0.0001638864,0.002535413,0.0341633,0.003786267,0.8829365,0.0730266,0.0000217807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2238453,0.0005186162,0.08141037,0.02102598,0.0002629064,0.0001667502,0.0005775621,0.0005327368,0.6716597],"genre_scores_gemma":[0.8618381,0.0009318223,0.05050014,0.001537851,0.0001511857,0.0003722194,0.001028157,0.0003036628,0.08333684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01764084,"threshold_uncertainty_score":0.05901444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04455060967805977,"score_gpt":0.3616330333886384,"score_spread":0.3170824237105786,"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."}}