{"id":"W7070925342","doi":"","title":"Practical Aspects of Ammonia Water as Secondary Refrigerant in Ice Rinks","year":2021,"lang":"en","type":"dissertation","venue":"UPCommons institutional repository (Universitat Politècnica de Catalunya)","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ammonia; Refrigerant; Evaporation; Refrigeration; Flash evaporation; Ammonia production","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":[0.0002291198,0.0003570481,0.0005820165,0.0004821183,0.0009016822,0.0001264391,0.0003485345,0.0003154269,0.0007853716],"category_scores_gemma":[0.0000985459,0.0003528151,0.0003028243,0.0001130484,0.0005529505,0.0005318724,0.0001642755,0.0008749231,0.00004210352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006699552,"about_ca_system_score_gemma":0.002067799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00606225,"about_ca_topic_score_gemma":0.01602755,"domain_scores_codex":[0.9978595,0.0001419451,0.0005960935,0.0005028209,0.000471834,0.0004278469],"domain_scores_gemma":[0.9983825,0.0001754938,0.0002813097,0.0004817908,0.0005443163,0.00013457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002425641,0.000339406,0.0001593762,0.0003101294,0.000281695,0.001566663,0.01679067,0.00000678735,0.001298103,0.9729564,0.005818171,0.0002300303],"study_design_scores_gemma":[0.001637608,0.0003301546,0.008882951,0.001353681,0.0005720068,0.0006802244,0.07157418,0.00006257,0.02546793,0.01342045,0.874557,0.001461299],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3372878,0.0005278774,0.000009300643,0.001151426,0.000832654,0.0002477364,0.000127625,0.00008026408,0.6597353],"genre_scores_gemma":[0.9518971,0.0001141455,0.0003761422,0.0001888451,0.0002493748,0.00003132433,0.001669567,0.00003196152,0.0454415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.959536,"threshold_uncertainty_score":0.9998924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02449006456918717,"score_gpt":0.2681519834856583,"score_spread":0.2436619189164711,"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."}}