{"id":"W4230756948","doi":"10.1007/978-3-319-56811-9","title":"S.M.A.R.T. Circle Projects","year":2017,"lang":"en","type":"book","venue":"Springer texts in education","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Division of Mathematical Sciences; San José State University; Mathematical Association of America","keywords":"Mathematics; Mathematical sciences; Mathematics education; Calculus (dental)","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"],"consensus_categories":[],"category_scores_codex":[0.0006735806,0.000332216,0.0004532509,0.0003829961,0.0001405201,0.0002050056,0.0006343683,0.0004203854,0.0006085572],"category_scores_gemma":[0.000771245,0.0003740673,0.0001293212,0.00007160894,0.00008877215,0.0001425952,0.00009454133,0.000556848,0.0005081235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005315832,"about_ca_system_score_gemma":0.003086029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002035401,"about_ca_topic_score_gemma":0.00009785827,"domain_scores_codex":[0.9982042,0.00005064758,0.0005602763,0.0004888301,0.0003681199,0.0003279737],"domain_scores_gemma":[0.9973244,0.0001998235,0.0007185279,0.001481675,0.000165471,0.0001100957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007046975,0.001214448,0.0002030317,0.002571562,0.00004604505,0.000002976887,0.006525254,1.597433e-7,0.000006788899,0.2658279,0.3782197,0.3453751],"study_design_scores_gemma":[0.0001208494,0.00001521961,0.000304844,0.001032597,0.00003650894,0.000007125046,0.0001092789,0.000004002527,0.00003141675,0.5919714,0.4060259,0.0003408036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001591234,0.0007288172,0.000051631,0.0003700727,0.003240232,0.001341328,0.000004927158,0.0001372359,0.9925345],"genre_scores_gemma":[0.004031231,0.000109135,0.01144634,0.0001054772,0.001142202,0.0003938297,0.00007360661,0.0001268021,0.9825714],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3450343,"threshold_uncertainty_score":0.9998711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06373641239229796,"score_gpt":0.3684175790758002,"score_spread":0.3046811666835022,"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."}}