{"id":"W2996375757","doi":"10.1007/s42452-019-1912-3","title":"Influence of geometrical parameters arrangement on solidification process of ice-on-coil storage system","year":2019,"lang":"en","type":"article","venue":"SN Applied Sciences","topic":"Phase Change Materials Research","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Mechanics; Materials science; Tube (container); Heat transfer; Thermodynamics; Composite material; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006089642,0.00009660734,0.0001996082,0.0003776739,0.00003317872,0.00002556232,0.0003874397,0.00003908125,0.00001507479],"category_scores_gemma":[0.00004265596,0.00007892185,0.00001949102,0.0009716798,0.0001340801,0.00006947436,0.00002295651,0.00006399583,0.0000739699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007212431,"about_ca_system_score_gemma":0.00002738464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009138523,"about_ca_topic_score_gemma":5.239662e-7,"domain_scores_codex":[0.9986272,0.00001767758,0.0002340647,0.0002123598,0.0006912465,0.0002174676],"domain_scores_gemma":[0.9994571,0.0001478158,0.0000807972,0.0002185515,0.0000483373,0.00004744054],"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":[0.00002703551,0.0000396083,0.00009953593,0.0007326869,0.0000090466,3.231404e-7,0.0004704486,0.4852808,0.5105941,0.002170189,0.00001565487,0.0005605765],"study_design_scores_gemma":[0.000244028,0.0002038083,0.001409721,0.0001325583,0.000003882536,2.951537e-7,0.0006775649,0.0211147,0.9759802,0.00008519766,0.00002342881,0.0001246662],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905643,0.00001730382,0.000186132,0.00001028816,0.00009146181,0.0004128141,0.0000141809,0.0000583111,0.008645235],"genre_scores_gemma":[0.9997342,0.000005341316,0.0001518698,0.000007564166,0.00001395289,0.00006833166,0.000001806032,0.000007985069,0.000008947826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4653861,"threshold_uncertainty_score":0.3218339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03569231988497671,"score_gpt":0.2873173397164398,"score_spread":0.2516250198314631,"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."}}