{"id":"W2033599675","doi":"10.1016/j.aml.2004.06.026","title":"A phenomenological scaling approach for heat transport in nano-systems","year":2005,"lang":"en","type":"article","venue":"Applied Mathematics Letters","topic":"Thermal properties of materials","field":"Materials Science","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Thermal conductivity; Scaling; Heat transfer; Statistical physics; Mean free path; Thermodynamics; Function (biology); Mechanics; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001785213,0.001080506,0.001350317,0.001656026,0.00153797,0.002315339,0.002683453,0.001824999,0.005300922],"category_scores_gemma":[0.003666868,0.0007470328,0.001647207,0.0009644636,0.003479479,0.006006596,0.001853981,0.002892472,0.0007893603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001858529,"about_ca_system_score_gemma":0.0009255061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001561283,"about_ca_topic_score_gemma":0.001257055,"domain_scores_codex":[0.9994406,0.0001949792,0.00003613897,0.00006229123,0.0002131922,0.00005282743],"domain_scores_gemma":[0.9989791,0.0004731523,0.00007032019,0.000167399,0.0002289319,0.00008129584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005557829,0.00002536931,0.00006044141,0.00008002987,0.000009121887,0.00004416586,0.00006417299,0.02302952,0.0007981737,0.9732771,0.0009122492,0.001694034],"study_design_scores_gemma":[0.000007052459,0.00001073476,0.0001018419,0.00001792545,0.000005043906,0.00003777158,0.00002302967,0.236329,0.0001366404,0.7609884,0.002328971,0.00001376039],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03047761,0.006589791,0.8880754,0.006454412,0.001277389,0.0002333525,0.0002782535,0.0003545853,0.06625931],"genre_scores_gemma":[0.8057984,0.008315939,0.1482571,0.002726422,0.002919939,0.001042198,0.0002973397,0.0005710188,0.03007173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005300922,"threshold_uncertainty_score":0.01773334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03138661354394893,"score_gpt":0.2254255635207078,"score_spread":0.1940389499767589,"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."}}