{"id":"W1961328880","doi":"10.24908/pceea.v0i0.3960","title":"AN OPEN SOURCE EXERGY CALCULATOR TOOL","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Process Optimization and Integration","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Calculator; Exergy; Open source; Process (computing); Computer science; Process engineering; Energy (signal processing); Embedding; Process design; Process integration; Engineering; Software; Operating system; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002730059,0.0001540999,0.0001488729,0.0002169805,0.0001292892,0.0001844276,0.0006265476,0.0001602922,0.0001435048],"category_scores_gemma":[0.0003175578,0.0001541918,0.00004480432,0.0004672573,0.00001043992,0.000820234,0.00002442414,0.0001704542,0.00001433159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217072,"about_ca_system_score_gemma":0.0003469711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005803078,"about_ca_topic_score_gemma":0.00362365,"domain_scores_codex":[0.9990941,0.000004361365,0.0002830126,0.0001598312,0.000203463,0.0002551988],"domain_scores_gemma":[0.9990205,0.000009541715,0.0001509634,0.0001322756,0.00049286,0.0001938216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000359156,0.0008403443,0.2018343,0.001447169,0.0008547537,3.6671e-7,0.0320774,0.158772,0.0502833,0.2197706,0.305723,0.02836086],"study_design_scores_gemma":[0.0009278397,0.0001191574,0.2376237,0.0004397663,0.0001827774,0.00001214889,0.001780877,0.4763336,0.07972864,0.00133423,0.1996746,0.001842687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.837697,0.0002880968,0.004937941,0.001586234,0.006210359,0.002308338,0.00009156538,0.001469152,0.1454113],"genre_scores_gemma":[0.9942358,0.00001094486,0.003391609,0.0002137766,0.0001042395,0.00008661116,0.00001619689,0.00005663415,0.001884235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3175617,"threshold_uncertainty_score":0.8772557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008615516904671515,"score_gpt":0.1982747063998122,"score_spread":0.1896591894951407,"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."}}