{"id":"W4402964188","doi":"10.3390/en17194880","title":"Fatty Acids as Phase Change Materials for Building Applications: Drawbacks and Future Developments","year":2024,"lang":"en","type":"article","venue":"Energies","topic":"Phase Change Materials Research","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biochemical engineering; Nanotechnology; Computer science; Engineering; Materials science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001930653,0.0001464406,0.0001485929,0.0001384921,0.00007917561,0.0002791925,0.0001144141,0.00007878388,0.0001138315],"category_scores_gemma":[0.00001095794,0.0001366446,0.00001895349,0.0001308296,0.00002653601,0.0002245271,0.00006325081,0.00004499403,0.00003311495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006997551,"about_ca_system_score_gemma":0.00001922942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008497059,"about_ca_topic_score_gemma":0.000001825351,"domain_scores_codex":[0.9992493,0.00001210634,0.000147185,0.0001986156,0.0001369925,0.0002558373],"domain_scores_gemma":[0.9997269,0.00004256291,0.000009479701,0.0001274345,0.00003446574,0.0000591547],"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":[0.00001815222,0.00001149502,0.000002150259,0.000803485,0.00005850776,0.000007484782,0.000849963,0.00001791961,0.9311775,0.004673167,0.0008651156,0.06151504],"study_design_scores_gemma":[0.00025863,0.00001757213,0.00002658512,0.0000540067,0.000007873435,0.000007593371,0.00009318518,0.0002237249,0.6301032,0.0006976099,0.3683702,0.0001397628],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852144,0.008842659,0.002404943,0.0002355533,0.00117779,0.0007326637,0.0002920804,0.0006708261,0.0004290935],"genre_scores_gemma":[0.9854175,0.0027667,0.005139727,0.00004868318,0.002574652,0.003706928,0.0001338037,0.00008316604,0.000128883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3675051,"threshold_uncertainty_score":0.5572207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03070809679033118,"score_gpt":0.3459750573244113,"score_spread":0.3152669605340801,"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."}}