{"id":"W2751991270","doi":"10.5988/jime.51.701","title":"Evolution of Alfa Laval’s Plate Heat Exchangers - From Introduction to Technical Innovation","year":2016,"lang":"en","type":"article","venue":"Marine Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Heat exchanger; Materials science; Engineering; Mechanical engineering; Manufacturing 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001090264,0.0001293437,0.0001479157,0.0003029988,0.00001375724,0.000008209192,0.00007226393,0.00008282165,0.0001023363],"category_scores_gemma":[0.00006275489,0.0001167943,0.00002594287,0.0005771469,0.000007362232,0.0001754828,0.00002666624,0.00007779448,0.00001602927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021192,"about_ca_system_score_gemma":0.000007626497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009031551,"about_ca_topic_score_gemma":0.0000211771,"domain_scores_codex":[0.9992606,0.000005572203,0.0002736285,0.0001598107,0.0001234652,0.000176934],"domain_scores_gemma":[0.9996814,0.00002731677,0.000006547882,0.0001827119,0.00005606489,0.00004601275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001225817,0.000008032739,0.0006530385,0.00003427691,0.00001585124,5.774207e-7,0.00004035466,0.3933787,0.5956594,0.0006479186,0.0006577353,0.008891871],"study_design_scores_gemma":[0.001699375,0.000203054,0.09569191,0.0002793766,0.00006584603,0.00001300939,0.00002247089,0.290772,0.5895301,0.0004280757,0.02027653,0.001018316],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2495908,0.00002613009,0.7486995,0.000359705,0.0005198622,0.0001373145,0.00001400537,0.0004058033,0.0002468318],"genre_scores_gemma":[0.9896859,0.00003674967,0.009564601,0.000006626532,0.0005630534,0.00002673508,0.00003960422,0.00003977538,0.00003693438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7400951,"threshold_uncertainty_score":0.4762734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005041319325496118,"score_gpt":0.1797851347700628,"score_spread":0.1747438154445667,"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."}}