{"id":"W4205256498","doi":"10.53656/ped21-6s.01sur","title":"Survey Of Maritime Student Satisfaction: A Case Study On The International Student Survey To Identify The Satisfaction Of Students In Mathematical Courses","year":2021,"lang":"en","type":"article","venue":"Pedagogika-Pedagogy","topic":"Technology Assessment and Management","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Naval Academy; Emera; Erasmus+; Tallinna Tehnikaülikool","keywords":"Mathematics education; Perception; Process (computing); Medical education; Order (exchange); Questionnaire; Psychology; Computer science; Mathematics; Statistics; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.002514574,0.0002703753,0.0004592224,0.0002637895,0.0001021768,0.0001179811,0.0006627964,0.0001003666,0.0003661381],"category_scores_gemma":[0.0002522699,0.0002030744,0.00007586808,0.0005183945,0.0001088972,0.0001200018,0.0005546003,0.0003815349,0.00003830046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001885957,"about_ca_system_score_gemma":0.00008471379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004567475,"about_ca_topic_score_gemma":0.1220924,"domain_scores_codex":[0.996872,0.0005956466,0.0008215389,0.0003669038,0.001054215,0.0002896624],"domain_scores_gemma":[0.9978241,0.0009661173,0.0001569229,0.0007403739,0.0002599565,0.00005251653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003155072,0.0008818117,0.9888129,0.00002561642,0.000544248,0.0003017204,0.003479181,0.001213447,0.0001433422,0.0008266715,0.0005525983,0.003186955],"study_design_scores_gemma":[0.000733543,0.0001826092,0.9739259,0.00004122174,0.00006334259,0.00005014994,0.02432757,0.0001651103,0.0001992448,0.00008715563,0.00005424693,0.0001698871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961543,0.0001237753,0.0007942458,0.0006437462,0.0008388883,0.001043028,0.0000659882,0.00007996711,0.0002560453],"genre_scores_gemma":[0.9994089,0.0000567068,0.00005016789,0.0000696419,0.00002744371,0.0002005437,0.00001643707,0.00003327369,0.0001368677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1175249,"threshold_uncertainty_score":0.8939272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06871011530320494,"score_gpt":0.4299667497250436,"score_spread":0.3612566344218387,"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."}}