{"id":"W2128716499","doi":"10.5539/mas.v7n3p43","title":"On the Necessary and Sufficient to Efficient Use of Software in the Teaching of Chemical Engineering","year":2013,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polymath; Computer science; Software engineering; Syntax; Simple (philosophy); Software; Point (geometry); MATLAB; Task (project management); Mathematics education; Programming language; Artificial intelligence; Systems engineering; Mathematics; Epistemology","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":[0.0005278674,0.00007458434,0.00008293012,0.00007341782,0.00004778703,0.00007196346,0.0009507738,0.00001713617,0.000001946371],"category_scores_gemma":[0.0001580429,0.00004241516,0.00001499981,0.0003806551,0.0001699164,0.00007365398,0.0004891286,0.0001807818,0.000004219649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003435523,"about_ca_system_score_gemma":0.00001147042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000336869,"about_ca_topic_score_gemma":7.377944e-8,"domain_scores_codex":[0.9988581,0.000007759524,0.0001285836,0.0002435829,0.000532171,0.0002297805],"domain_scores_gemma":[0.9991475,0.0003980808,0.00001991143,0.0003642301,0.000009629535,0.00006067108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001725953,0.00006747077,0.00005990073,0.00001098764,6.409293e-7,2.790869e-7,0.001741443,0.09119757,0.8930199,0.009273874,0.00001679017,0.004609459],"study_design_scores_gemma":[0.00005075603,0.00001689642,0.003189679,0.00002225752,4.166439e-7,0.000001282812,0.00002870905,0.9013102,0.09497594,0.0003345653,0.000008275261,0.000061023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7814843,0.000005899065,0.2179897,0.0002667699,0.00001008122,0.0001690208,4.828218e-7,0.000009425201,0.00006434078],"genre_scores_gemma":[0.9922649,3.593201e-7,0.007591938,0.0001052584,0.000003136394,0.00002863548,9.872955e-8,0.000002812134,0.000002856137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8101127,"threshold_uncertainty_score":0.176679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242156269423222,"score_gpt":0.2007895292676093,"score_spread":0.1883679665733771,"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."}}