{"id":"W3166469801","doi":"10.1007/978-1-4842-5970-2_10","title":"A Database-Driven Menu System","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Selkirk College","funders":"","keywords":"JavaScript; Scripting language; Perl; Computer science; World Wide Web; Feature (linguistics); Database; Programming language","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"],"consensus_categories":[],"category_scores_codex":[0.00006319681,0.0002425158,0.0002707887,0.00007280043,0.0001384754,0.0001985239,0.0009344696,0.0001048227,0.00001756407],"category_scores_gemma":[0.000001897853,0.0002600109,0.0001438258,0.00001868143,0.00003968984,0.00006911194,0.0007328364,0.0002370306,0.0002016056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005518043,"about_ca_system_score_gemma":0.0001742202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001502085,"about_ca_topic_score_gemma":0.000006331708,"domain_scores_codex":[0.998576,0.00001776653,0.0002641813,0.0005963728,0.0003785782,0.0001670301],"domain_scores_gemma":[0.9981838,0.0001215508,0.0001838205,0.001229098,0.0001736195,0.0001080861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[5.422787e-7,0.000005039511,6.695998e-8,0.0000533586,0.00004845247,0.00002396309,0.00005952823,0.00003729867,0.0002030886,0.9889547,0.002171099,0.008442889],"study_design_scores_gemma":[0.0001617601,0.00001383964,0.000001984761,0.0003822764,0.00004400481,0.00003610635,0.000003551978,0.02209087,0.000251362,0.06370272,0.9128292,0.0004822987],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002376828,0.0001755059,0.2184547,0.00007676465,0.0002383017,0.0002197236,0.00008169541,0.0002045048,0.7805465],"genre_scores_gemma":[0.01259234,0.00001310009,0.03489985,0.0004163548,0.0006541119,0.0001466324,0.0003585904,0.00008521807,0.9508338],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.925252,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03120250581734612,"score_gpt":0.2434331589799327,"score_spread":0.2122306531625865,"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."}}