{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008469611,0.0006914308,0.0004683227,0.0008780215,0.001786923,0.006591844,0.00137982,0.004512941,0.394297],"category_scores_gemma":[0.00258584,0.0002442754,0.0004030458,0.0007315323,0.0006660526,0.003125107,0.00169162,0.002787934,0.08726718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002789374,"about_ca_system_score_gemma":0.005087912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00797285,"about_ca_topic_score_gemma":0.01460869,"domain_scores_codex":[0.9992771,0.0000551751,0.00001064851,0.0001148204,0.0003385798,0.000203793],"domain_scores_gemma":[0.9984647,0.0001814676,0.00005845866,0.00005702703,0.0004599233,0.0007784371],"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":[0.00004930744,0.00003474999,0.0001571017,0.00003016541,0.000002218537,0.00004814589,0.00001969449,0.0002748682,0.0001932363,0.04264304,0.9328486,0.02369874],"study_design_scores_gemma":[0.00002551143,0.00001714889,0.0004060022,0.00005713245,0.000002240772,0.00003833881,0.0001318207,0.00154514,0.0002560128,0.01005683,0.9874543,0.000009492788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002402723,0.001518034,0.001511738,0.03847707,0.004786637,0.00007426702,0.001234,0.0003375619,0.949658],"genre_scores_gemma":[0.01469113,0.000711938,0.0003316994,0.002692782,0.000737446,0.00003767053,0.0004428579,0.0001134222,0.9802411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.394297,"threshold_uncertainty_score":0.8639618,"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."}}