{"id":"W4288880606","doi":"10.1007/978-3-031-02420-7_1","title":"Review of Algebra","year":2019,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on mathematics and statistics","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Trigonometry; Calculus (dental); Algebra over a field; Precalculus; Mathematics; Mathematics education; Computer science; Pure mathematics; Geometry; Medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001046313,0.0007813651,0.002080446,0.000234035,0.0001166962,0.00002825474,0.0004288066,0.0004459334,0.002726042],"category_scores_gemma":[0.003369612,0.0006463486,0.0002997703,0.00003825711,0.0003175993,0.00003013905,0.0001042498,0.0005506472,0.000212967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007153641,"about_ca_system_score_gemma":0.0001641277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.373172e-7,"about_ca_topic_score_gemma":0.000003576145,"domain_scores_codex":[0.9970562,0.00006256372,0.00135422,0.0004818193,0.0007281973,0.0003169594],"domain_scores_gemma":[0.9891991,0.007798396,0.001429595,0.001179839,0.0002480759,0.0001449931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001297285,0.0001029304,5.846242e-8,0.07375811,0.0002591442,0.00001212982,0.000218657,3.341723e-7,0.000009092651,0.86103,0.05818442,0.006412137],"study_design_scores_gemma":[0.0001142008,0.0001477812,1.42485e-7,0.04058861,0.0008691953,0.00003235512,0.00001369942,0.00008269164,0.0001376849,0.8655823,0.09185779,0.000573482],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00001691661,0.02314459,0.03749588,0.0001530604,0.0003367777,0.001648575,0.002148471,0.0001284451,0.9349273],"genre_scores_gemma":[0.0001352523,0.06547809,0.5153449,0.001421956,0.0002462824,0.00006290289,0.00009515625,0.000726099,0.4164894],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5184379,"threshold_uncertainty_score":0.9995988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0347972551452654,"score_gpt":0.2789541649851217,"score_spread":0.2441569098398562,"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."}}