{"id":"W1500285842","doi":"","title":"Example 7.13 Alfa Laval AB Heat Exchanger Design","year":2012,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Heat exchanger; Environmental science; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001912861,0.0003284186,0.0003058241,0.0001957734,0.0004963769,0.0005545722,0.0003417724,0.000912226,0.0149221],"category_scores_gemma":[0.0003175905,0.0001207657,0.0004714884,0.0001295925,0.0002560811,0.0002607601,0.0003596411,0.0003877714,0.0008462793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004199406,"about_ca_system_score_gemma":0.0005392676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004970301,"about_ca_topic_score_gemma":0.006090169,"domain_scores_codex":[0.9998949,0.00002801885,0.000003089061,0.00001213669,0.0000271604,0.00003469458],"domain_scores_gemma":[0.9999505,0.00001422761,0.000002721054,0.000004833016,0.00002002733,0.000007697842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006435182,0.0001955692,0.002028437,0.0002919065,0.00004907625,0.0006268857,0.0001592951,0.8131968,0.01139237,0.1246514,0.01528711,0.03147757],"study_design_scores_gemma":[0.0002861206,0.0002760857,0.001264724,0.00004894274,0.00003932404,0.0002685678,0.0003926111,0.8900518,0.009642577,0.06150034,0.03619968,0.00002912955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4390467,0.0003365219,0.2046058,0.00149187,0.0001422918,0.0002386846,0.001953104,0.0003993874,0.3517857],"genre_scores_gemma":[0.9087084,0.0001058127,0.04169626,0.0001078367,0.00001138912,0.000127813,0.0004579825,0.00005095272,0.04873347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0149221,"threshold_uncertainty_score":0.04991943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900000868767742,"score_gpt":0.2205009181401047,"score_spread":0.1815009094524273,"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."}}