{"id":"W7001513949","doi":"","title":"Key Players Alfa Laval, GEA Group, Kelvion, and SWEP Drive Plate Heat Exchanger Market Competition","year":2023,"lang":"en","type":"other","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Competition (biology); Key (lock); Heat exchanger; Market competition; Measure (data warehouse)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008491638,0.000306746,0.0003026842,0.0002644721,0.00003853501,0.00004724934,0.00007178702,0.0003582759,0.005108228],"category_scores_gemma":[0.000003594813,0.0003038252,0.00005278878,0.0001480547,0.00003109642,0.00008019098,0.0000158236,0.0001787998,0.0001761937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004838193,"about_ca_system_score_gemma":0.000006545802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003896964,"about_ca_topic_score_gemma":0.002496633,"domain_scores_codex":[0.999088,0.00002525931,0.0001833711,0.00027505,0.0001588164,0.0002695208],"domain_scores_gemma":[0.9996518,0.00004108377,0.000007713903,0.000174583,0.00001398687,0.0001108668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001315275,0.00001683639,0.0001118006,0.0004866038,0.0001882324,0.00002644367,0.0003532878,0.003187801,0.0001487733,0.0006596146,0.9932313,0.001576185],"study_design_scores_gemma":[0.001540804,0.00009071073,0.001288316,0.000913215,0.0001516464,0.00001943791,0.000148439,0.1020298,0.0002159952,0.00006725799,0.8921887,0.001345683],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001104914,0.001127611,0.08067795,0.0001062116,0.001087807,0.0005827649,0.000219864,0.003738519,0.9123488],"genre_scores_gemma":[0.0107913,0.0922792,0.007569524,0.000506124,0.001748145,0.0002738937,0.001814114,0.006020605,0.8789971],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1010426,"threshold_uncertainty_score":0.9999414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007851295271700968,"score_gpt":0.1953322960875897,"score_spread":0.1874810008158887,"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."}}