{"id":"W4405198184","doi":"10.1007/978-3-662-70074-7_2","title":"Fundamentals of Mathematics","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Mathematics education; Mathematics; Applied mathematics; Calculus (dental); 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001539723,0.0001485042,0.0002315574,0.00009581208,0.00001469081,0.00005546673,0.0005823575,0.0000977172,0.001211297],"category_scores_gemma":[0.000001957465,0.0001149221,0.0001345068,0.00002358018,0.00004156639,0.00006475361,0.0003346253,0.0001202138,0.001186686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001339915,"about_ca_system_score_gemma":0.00002526986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.965462e-7,"about_ca_topic_score_gemma":3.833705e-7,"domain_scores_codex":[0.9992465,0.000002274245,0.0002553302,0.000208493,0.0002004704,0.00008696544],"domain_scores_gemma":[0.9993066,0.00006000013,0.00009380784,0.0004783338,0.0000245169,0.00003679161],"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":[1.299933e-7,0.000007755852,1.820212e-8,0.0001688056,0.00003162459,0.00001242096,0.00008743078,4.061971e-7,0.00001501432,0.9941907,0.001068791,0.004416889],"study_design_scores_gemma":[0.00002409049,0.00002641761,2.316311e-8,0.0001607711,0.0000138021,0.00001554898,0.000006257266,0.001523791,0.0005276772,0.8675147,0.1300657,0.0001211661],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001075586,0.0003934074,0.09101943,0.00009160112,0.0003415997,0.0000834105,0.00001054519,0.0001164639,0.9079425],"genre_scores_gemma":[0.0001581447,0.00003882711,0.04551088,0.00004914749,0.00005831975,0.000001258367,0.000001612593,0.00001504789,0.9541668],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1289969,"threshold_uncertainty_score":0.9997017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02084082472820993,"score_gpt":0.2446834834737519,"score_spread":0.2238426587455419,"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."}}