{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001459649,0.0007745399,0.000153261,0.001169919,0.001823223,0.002359489,0.0005124288,0.001252873,0.0327738],"category_scores_gemma":[0.001079344,0.000232522,0.0003739157,0.0007185045,0.0007629116,0.001181251,0.001501054,0.001587914,0.007663858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005152002,"about_ca_system_score_gemma":0.01347221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1261494,"about_ca_topic_score_gemma":0.277481,"domain_scores_codex":[0.9988972,0.00004180025,0.00001670379,0.00007771024,0.0007023083,0.000264288],"domain_scores_gemma":[0.9987884,0.00008456823,0.00003190657,0.0000705378,0.00069494,0.0003296562],"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":[0.0003531807,0.0003304869,0.003422288,0.0002307725,0.0000256522,0.0003169054,0.0001988323,0.0006617773,0.01782592,0.05047138,0.7922357,0.1339271],"study_design_scores_gemma":[0.00002617061,0.00006833686,0.00340385,0.00003515242,0.00001026914,0.00007766818,0.0001974442,0.0005135941,0.02006517,0.001054963,0.9745306,0.00001664708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03691244,0.00366265,0.005465217,0.01748843,0.003070062,0.0004684303,0.005662456,0.001783389,0.9254869],"genre_scores_gemma":[0.08690726,0.002080916,0.004263257,0.00222525,0.000154804,0.00006616109,0.003158002,0.0005318802,0.9006125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8738506,"threshold_uncertainty_score":0.2508303,"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."}}