{"id":"W4416318476","doi":"10.1016/j.solener.2025.114147","title":"Engineered flexible phase change materials with multilayered polypyrrole for efficient solar thermal conversion","year":2025,"lang":"en","type":"article","venue":"Solar Energy","topic":"Phase Change Materials Research","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"CARE Canada","funders":"Natural Science Foundation of Jiangsu Province for Distinguished Young Scholars; National Natural Science Foundation of China","keywords":"Energy conversion efficiency; Flexibility (engineering); Thermal stability; Temperature cycling; Durability; Rigidity (electromagnetism); Thermal; Phase change; Energy transformation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006524663,0.0003358019,0.0001479676,0.0001647386,0.0001138039,0.0003083334,0.0002574729,0.0002853046,0.001011631],"category_scores_gemma":[0.0001298229,0.0002108539,0.0002025937,0.0001518083,0.0001247175,0.000423847,0.0002351674,0.0004715801,0.0002969305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002563694,"about_ca_system_score_gemma":0.0000972074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003220199,"about_ca_topic_score_gemma":0.0009381008,"domain_scores_codex":[0.9999363,0.00000393826,0.000003445319,0.00001418283,0.00002212863,0.00001994109],"domain_scores_gemma":[0.9999508,0.000008026507,0.00001599629,0.000007970557,0.000007177918,0.00001009174],"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":[0.00002474971,0.00001239083,0.00003246243,0.00002952279,0.000003731192,0.00003511743,0.000007706137,0.0003914171,0.9976361,0.0002864421,0.00007492526,0.001465506],"study_design_scores_gemma":[0.00001003062,0.0001170248,0.0006309284,0.000003499939,0.000006729543,0.00007556591,0.0000094912,0.005483742,0.9915956,0.00009137375,0.001966611,0.000009363088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98467,0.0006679937,0.009759543,0.00008587443,0.00009962179,0.00002274431,0.0001779938,0.0003027682,0.00421346],"genre_scores_gemma":[0.9928977,0.0002355916,0.004875961,0.00001728566,0.00001031571,0.00001338392,0.00009633281,0.00003774973,0.001815709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001011631,"threshold_uncertainty_score":0.003384292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02768335377024928,"score_gpt":0.2785046019839288,"score_spread":0.2508212482136796,"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."}}