{"id":"W3204021156","doi":"10.26507/ponencia.2025","title":"ESTUDIO DEL COEFICIENTE DE TRANSFERENCIA DE CALOR EN UNA TUBERÍA HORIZONTAL UTILIZANDO UN REFRIGERANTE DE TIPO HIDROCARBURO","year":2021,"lang":"es","type":"article","venue":"","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Art","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"],"consensus_categories":[],"category_scores_codex":[0.0003473623,0.0004694655,0.0004887779,0.0001995357,0.0003216249,0.0002981864,0.0003758508,0.0005206112,0.0004977639],"category_scores_gemma":[0.0002730422,0.0004821559,0.0002638744,0.0005415492,0.0001099527,0.0001947445,0.00008979044,0.0007335828,0.0001099715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005464365,"about_ca_system_score_gemma":0.0004644353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001299145,"about_ca_topic_score_gemma":0.0001227101,"domain_scores_codex":[0.9975191,0.0001722213,0.0005248798,0.0005224653,0.0002960031,0.0009653515],"domain_scores_gemma":[0.9989008,0.0002003523,0.00004325067,0.0005039611,0.0001325315,0.0002190956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002031444,0.001000445,0.03686329,0.0008824299,0.001747228,0.00352972,0.005750764,0.01494752,0.5133707,0.3565441,0.01311708,0.05204353],"study_design_scores_gemma":[0.003222335,0.0003795769,0.02314539,0.0007501421,0.0003823251,0.0008893332,0.002158498,0.133583,0.8020066,0.004368926,0.02750706,0.001606866],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.782863,0.002424697,0.1987913,0.00112933,0.0002899387,0.0002213579,0.00009179305,0.001404762,0.01278385],"genre_scores_gemma":[0.9853545,0.002218737,0.01070041,0.0002668057,0.0001347134,0.00005750765,0.00007669487,0.00008469573,0.001105888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3521752,"threshold_uncertainty_score":0.999763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007449218819519871,"score_gpt":0.2351311525442498,"score_spread":0.2276819337247299,"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."}}