{"id":"W3096138704","doi":"10.14447/jnmes.v23i3.a08","title":"Preparation and Heat Transfer Performance of Steel Ball Phase Change Concrete","year":2020,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Phase Change Materials Research","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"People's Government of Jilin Province","keywords":"Materials science; Cementitious; Phase-change material; Heat transfer; Heat exchanger; Composite material; Fly ash; Pile; Thermal energy storage; Phase change; Phase (matter); Volume (thermodynamics); Thermal conductivity; Cement; Structural engineering; Thermodynamics; Mechanical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002995229,0.0004172637,0.0002777583,0.000438428,0.0003246667,0.000236225,0.0002019056,0.0003524692,0.00151333],"category_scores_gemma":[0.0004787025,0.0002344794,0.0003640654,0.0003523464,0.0002538338,0.0003635596,0.0001976835,0.0004468328,0.0003292284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000231809,"about_ca_system_score_gemma":0.0002564427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304384,"about_ca_topic_score_gemma":0.001613199,"domain_scores_codex":[0.999773,0.00002607342,0.0000183476,0.00004544073,0.00009222573,0.00004488859],"domain_scores_gemma":[0.9997305,0.00007009124,0.00006079965,0.00002940099,0.00006720544,0.00004199917],"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":[0.0003270723,0.00006835603,0.000511058,0.00009759413,0.000007039252,0.00005218037,0.00007865269,0.001744137,0.9946579,0.00009172388,0.00005437555,0.002309898],"study_design_scores_gemma":[0.00001280718,0.0005200682,0.002124311,0.000003547546,0.00001037116,0.00002338549,0.00003280114,0.002607268,0.9943144,0.00001971253,0.0003188476,0.00001245305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981109,0.0002273522,0.0007136404,0.00001874552,0.00001683875,0.00001292829,0.00007500154,0.00003635425,0.0007881682],"genre_scores_gemma":[0.9983239,0.0001497685,0.0006550449,0.000006854442,0.000003341821,0.00000682149,0.0000944518,0.00001017887,0.0007495987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00151333,"threshold_uncertainty_score":0.00506258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05429506738526476,"score_gpt":0.3055525281684727,"score_spread":0.251257460783208,"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."}}