{"id":"W3001866392","doi":"","title":"An analysis of grades and placement in the transition from pre-calculus to calculus at the University of Manitoba","year":2019,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Calculus (dental); Mathematics; Medicine; Dentistry","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":[0.001793624,0.0004708522,0.0005227482,0.003265087,0.005219521,0.002756414,0.002318951,0.0005911286,0.002737658],"category_scores_gemma":[0.006316579,0.0005701507,0.0007082783,0.007401196,0.001117389,0.0007504549,0.002462118,0.001487748,0.0008685117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01694837,"about_ca_system_score_gemma":0.04020429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9635485,"about_ca_topic_score_gemma":0.986056,"domain_scores_codex":[0.9988993,0.0001611627,0.00005765339,0.000138533,0.0003822469,0.000361125],"domain_scores_gemma":[0.9919705,0.0005410183,0.0009564687,0.0002132425,0.003856314,0.002462477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005111434,0.0001036905,0.9888103,0.00002857341,0.00004727737,0.00007425478,0.005062596,0.00006730077,0.0001949854,0.0001586539,0.001075987,0.004325221],"study_design_scores_gemma":[0.000003346632,0.00004221808,0.9887583,0.00005338642,0.0000186054,0.00001380747,0.00996409,0.0000805566,0.00008296961,0.00001942336,0.0009526557,0.00001063395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951068,0.0003556589,0.00007714407,0.0005111325,0.00003152179,0.00006382295,0.001188204,0.00001356413,0.002652068],"genre_scores_gemma":[0.9924169,0.0007253987,0.0002978211,0.0002205488,0.0000122675,0.00007219399,0.001473451,0.0000149458,0.004766488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9635485,"threshold_uncertainty_score":0.1229696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009683792949862892,"score_gpt":0.2204681285202924,"score_spread":0.2107843355704295,"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."}}