{"id":"W7055632181","doi":"","title":"DASCO: Pioneering Korea’s Heat Exchanger Industry with Innovation and Unity – US and Canada Report","year":2024,"lang":"en","type":"other","venue":"","topic":"Thermal properties of materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Heat exchanger; Work (physics); Production (economics); Government (linguistics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002896515,0.0002393451,0.0002848443,0.0001067016,0.00003560288,0.0001691407,0.00009245641,0.0002790008,0.004538187],"category_scores_gemma":[0.00003645651,0.0001659291,0.000004668728,0.00007853105,0.00009357769,0.00008227389,0.0001809807,0.0001850897,0.00002662285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007067758,"about_ca_system_score_gemma":0.0002362198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8100684,"about_ca_topic_score_gemma":0.4078459,"domain_scores_codex":[0.998895,0.00002983831,0.0002407669,0.0003993475,0.0002355673,0.0001994624],"domain_scores_gemma":[0.9994791,0.000008188959,0.00009739614,0.0003096914,0.00004249249,0.00006310961],"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":[0.00006844756,0.00001780241,0.0008254535,0.001665611,0.00009326314,0.0009569029,0.0001240793,0.000006567579,0.3120248,0.0004045199,0.6835777,0.0002348502],"study_design_scores_gemma":[0.0004294962,0.0001009213,0.001343235,0.001627444,0.00008208318,0.001190002,0.0002917578,0.000004500872,0.0715597,0.00005220801,0.9222137,0.001104936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8705296,0.0003505288,0.000008281367,0.0002429369,0.0007645331,0.0002596122,0.000084491,0.0001934853,0.1275666],"genre_scores_gemma":[0.2651339,0.00002127957,0.0004779433,0.0003675663,0.0004011241,0.00003334975,0.00004348015,0.0003821394,0.7331392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6055726,"threshold_uncertainty_score":0.9963718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185622842484547,"score_gpt":0.2233766303460571,"score_spread":0.2048143460976024,"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."}}