{"id":"W1495880373","doi":"10.5539/jmr.v7n3p178","title":"Engineering Students’ Perception of Financial Mathematics-An empirical study based on the EAPH-MF scale","year":2015,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Sample (material); Mathematics education; Test (biology); Mathematics; Perception; Variance (accounting); Relevance (law); Psychology; Geography; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008105555,0.00008805135,0.0002200985,0.0006198367,0.00009625241,0.0001219305,0.00160946,0.00006714991,0.00002457434],"category_scores_gemma":[0.001647209,0.00005632248,0.00005668296,0.0009455181,0.0000755193,0.0001878783,0.0001927003,0.0005759055,0.00002116701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001192689,"about_ca_system_score_gemma":0.0004052625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003801532,"about_ca_topic_score_gemma":0.000002654148,"domain_scores_codex":[0.9971091,0.0001531946,0.0006008958,0.0001197299,0.001823682,0.0001934156],"domain_scores_gemma":[0.9968913,0.0007514693,0.0002447772,0.0005747875,0.001449282,0.00008837237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001313387,0.1025771,0.09564893,0.0008105559,0.0003507173,0.0001478319,0.1768613,0.01240166,0.01151317,0.5503807,0.03853128,0.01064536],"study_design_scores_gemma":[0.002690898,0.008258771,0.09190794,0.0006297073,0.00004767541,0.000201813,0.05214517,0.7061216,0.002285663,0.1345037,0.0007286097,0.0004784213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071497,0.000005105973,0.09002516,0.002273607,0.0001121185,0.0002268371,6.627928e-7,0.00001253577,0.0001942276],"genre_scores_gemma":[0.9039777,0.00000127707,0.09583593,0.00003581985,0.00007836161,0.00001372992,2.346669e-7,0.000008521805,0.00004842218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6937199,"threshold_uncertainty_score":0.2990804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2157447252665958,"score_gpt":0.4674635956601159,"score_spread":0.2517188703935201,"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."}}