{"id":"W2115962359","doi":"10.1115/ihtc14-22623","title":"Phonon Transport in Thin Films: A Lattice Dynamics/Boltzmann Transport Equation Study","year":2010,"lang":"en","type":"article","venue":"2010 14th International Heat Transfer Conference, Volume 6","topic":"Thermal properties of materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Phonon; Boltzmann equation; Condensed matter physics; Thermal conductivity; Scattering; Phonon scattering; Thin film; Mean free path; Materials science; Anharmonicity; Isotropy; Physics; Optics; Quantum mechanics; Nanotechnology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001349056,0.0004648098,0.0005669281,0.0002856551,0.0001602,0.000168451,0.00125281,0.0003009335,0.02328765],"category_scores_gemma":[0.00004134846,0.0004388534,0.0001439685,0.0001460811,0.0002250755,0.001073317,0.00002850878,0.0006381896,0.001122652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165934,"about_ca_system_score_gemma":0.0002461824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005552046,"about_ca_topic_score_gemma":0.01151635,"domain_scores_codex":[0.9963685,0.0001626076,0.001113993,0.000851987,0.0009075714,0.0005953214],"domain_scores_gemma":[0.9987797,0.0000662974,0.00004392309,0.0005525022,0.0003678542,0.0001897956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001157015,0.00162113,0.06914838,0.00007852858,0.0000711106,0.00008307572,0.005970114,0.0004715265,0.9163091,0.004311252,0.00009923707,0.0006794854],"study_design_scores_gemma":[0.01025677,0.001184443,0.7738155,0.000365072,0.0002523496,0.00008329544,0.00316013,0.03492168,0.16748,0.001200961,0.004665372,0.002614504],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811825,0.00001376619,0.004904242,0.0009165988,0.005498246,0.001143128,0.0005126743,0.0002171532,0.005611717],"genre_scores_gemma":[0.9961139,0.0000109363,0.0007632453,0.000143898,0.0002479402,0.0002238738,0.0002188797,0.00006654375,0.002210761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7488291,"threshold_uncertainty_score":0.9998063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908426306523528,"score_gpt":0.2523218740329399,"score_spread":0.2232376109677046,"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."}}