{"id":"W1689955277","doi":"","title":"Advances in Compact Heat Exchangers","year":2007,"lang":"en","type":"book","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat exchanger; Micro heat exchanger; Mechanical engineering; Engineering; Computer science; Plate heat exchanger","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":[0.0007151551,0.0008205062,0.0008695232,0.001281118,0.0004008825,0.001690547,0.0007521943,0.0008368882,0.01243762],"category_scores_gemma":[0.0008899817,0.0005856957,0.0005759218,0.001906909,0.0005663862,0.003718464,0.001144531,0.00173121,0.006741467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00065668,"about_ca_system_score_gemma":0.000367933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002707715,"about_ca_topic_score_gemma":0.000471079,"domain_scores_codex":[0.9994736,0.00005303417,0.00002851489,0.00008114425,0.0003278704,0.00003589471],"domain_scores_gemma":[0.9997233,0.00009719959,0.00001854054,0.00003744859,0.0001046701,0.00001881375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00011419,0.00009515108,0.000166233,0.003588258,0.00005141011,0.0001531059,0.0002028255,0.006347932,0.03773789,0.1598459,0.06115818,0.7305388],"study_design_scores_gemma":[0.000008801159,0.00009766959,0.0002408109,0.0003189366,0.00001669428,0.0004461785,0.00003083,0.003206596,0.008940585,0.01624112,0.97043,0.00002165144],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.005851527,0.7828794,0.07841986,0.001797922,0.00461696,0.00005084954,0.0002344128,0.0006676824,0.1254813],"genre_scores_gemma":[0.0512673,0.6725384,0.06357662,0.001217574,0.00368489,0.0001329331,0.0007672213,0.000451932,0.2063631],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01243762,"threshold_uncertainty_score":0.04160798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132820674190363,"score_gpt":0.2332843514508109,"score_spread":0.2219561447089073,"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."}}