{"id":"W7056853649","doi":"","title":"Guiding students succeed in Calculus via a math support and a motivational placement test","year":2021,"lang":"en","type":"preprint","venue":"York University Digital Library (York University)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Calculus (dental); Test (biology); Advanced Placement; Math education; Elementary mathematics","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":[0.003277005,0.0006652986,0.0006188189,0.001360263,0.002034742,0.00365491,0.001136541,0.001017447,0.008200636],"category_scores_gemma":[0.0177366,0.000301918,0.0004070175,0.0009279448,0.0006984307,0.001204767,0.001753694,0.001849531,0.002598264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001589661,"about_ca_system_score_gemma":0.00531755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00345332,"about_ca_topic_score_gemma":0.009463686,"domain_scores_codex":[0.9981121,0.0005031745,0.00008684326,0.0001926239,0.0005836965,0.0005215473],"domain_scores_gemma":[0.9911252,0.002546594,0.001141055,0.0005792177,0.001228264,0.003379557],"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":[0.001915649,0.06529006,0.3874611,0.0002645058,0.0001054369,0.0004312431,0.01386037,0.00308114,0.01295658,0.01254528,0.01267024,0.4894183],"study_design_scores_gemma":[0.0005434413,0.01439091,0.8620628,0.0002052193,0.0001461236,0.0001748048,0.02476457,0.01346283,0.02599592,0.01697359,0.04105391,0.0002258838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869915,0.00002893569,0.00193922,0.000438731,0.00003192986,0.0003457646,0.00007671566,0.0001420532,0.01000511],"genre_scores_gemma":[0.984358,0.00004851297,0.005950801,0.0002247603,0.0000125277,0.0002873278,0.0001616882,0.00002334997,0.008933146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008200636,"threshold_uncertainty_score":0.02743387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242586457347231,"score_gpt":0.1754947236539019,"score_spread":0.1630688590804296,"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."}}