{"id":"W6990400501","doi":"","title":"Desarrollo y validación experimental de modelos de transferencia de calor y masa avanzados para la condensación de refrigerantes usados en sistemas de refrigeración por compresión","year":2017,"lang":"es","type":"dissertation","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Work (physics)","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","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.002042063,0.001985168,0.001895001,0.001277681,0.002622744,0.001830397,0.002393739,0.003701439,0.0002027197],"category_scores_gemma":[0.001388852,0.002180417,0.001035396,0.0005976235,0.0001651333,0.001172196,0.0002049454,0.003123513,0.00005105924],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004961437,"about_ca_system_score_gemma":0.0035259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005694131,"about_ca_topic_score_gemma":0.0003430145,"domain_scores_codex":[0.9902751,0.001664846,0.002104116,0.001828258,0.001428503,0.00269912],"domain_scores_gemma":[0.994285,0.0009399012,0.001047225,0.001777086,0.0007000502,0.001250679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001609065,0.001827733,0.00378937,0.00215829,0.001896384,0.002464468,0.02111127,0.01090586,0.454844,0.4948884,0.001744687,0.002760412],"study_design_scores_gemma":[0.008921883,0.0006878281,0.02848389,0.00571262,0.001490392,0.008835338,0.00940796,0.09456979,0.4450795,0.006041235,0.3838642,0.006905413],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8993928,0.003064307,0.05325251,0.004477806,0.001362025,0.002346731,0.000851727,0.002934143,0.03231788],"genre_scores_gemma":[0.9731244,0.001215907,0.01909721,0.0001950664,0.0007559596,0.002116878,0.001636437,0.0003811957,0.001476893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4888472,"threshold_uncertainty_score":0.9992891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562090780352154,"score_gpt":0.2779464555982104,"score_spread":0.2523255477946888,"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."}}