{"id":"W4289333265","doi":"10.1016/j.ijheatmasstransfer.2022.123304","title":"A new analytical model for the conduction shape factor of annulus sectors","year":2022,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Innovate BC","keywords":"Thermal conduction; Annulus (botany); Concentric; Mechanics; Materials science; Heat transfer; Shape factor; Heat sink; Thermodynamics; Geometry; Physics; Mathematics; Composite material","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":[0.0001035154,0.00006659221,0.0001148549,0.00009684887,0.00003944808,0.00001693769,0.000123636,0.00002431685,0.0002089152],"category_scores_gemma":[0.000005225513,0.0000502965,0.0001013613,0.00005025806,0.00001492443,0.0001289912,0.000003862706,0.000134997,9.675306e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004244488,"about_ca_system_score_gemma":0.00004734399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000792334,"about_ca_topic_score_gemma":0.000004884507,"domain_scores_codex":[0.9993632,0.00001085966,0.0002545428,0.00004951424,0.0002469393,0.00007492581],"domain_scores_gemma":[0.9997384,0.00006311501,0.000005902674,0.00003288574,0.0001108497,0.00004887606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000248732,0.00002529487,0.0003517649,0.00002057593,0.0003102362,0.000002928317,0.0012567,0.9756671,0.01344631,0.001263234,0.0006109021,0.006796225],"study_design_scores_gemma":[0.0008612971,0.0000938938,0.0002890112,0.000008206633,0.00005310447,0.00003718674,0.0001025023,0.9944527,0.002346747,0.0003066297,0.001391262,0.00005753227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1541624,0.0003194636,0.8438925,0.0007715807,0.0006076263,0.00008697209,0.000076207,0.000009037719,0.00007422676],"genre_scores_gemma":[0.9988479,0.0001852968,0.0007224694,0.00005290873,0.0001278082,0.000003938432,0.000004742615,0.00001168975,0.00004325795],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8446855,"threshold_uncertainty_score":0.2287475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02463114356179062,"score_gpt":0.2538607432064695,"score_spread":0.2292295996446789,"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."}}