{"id":"W3212161004","doi":"10.36227/techrxiv.16960813.v1","title":"Ultrafast carrier's dynamics with scattering rate saturation in Ge thinfilms","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Ultrashort pulse; Scattering; Superposition principle; Electron; Statistical physics; Physics; Boltzmann equation; Spectroscopy; Saturation (graph theory); Condensed matter physics; Computational physics; Chemical physics; Quantum mechanics; Mathematics; Laser","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":[0.000154346,0.0002914887,0.0002115753,0.0002486506,0.0002517231,0.0004074154,0.0005459368,0.0004393822,0.001284641],"category_scores_gemma":[0.0005143775,0.0002243017,0.0001813054,0.0001659138,0.0006744945,0.0006885444,0.0003216913,0.0004557037,0.0002087782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006142635,"about_ca_system_score_gemma":0.0001900234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002263702,"about_ca_topic_score_gemma":0.001001322,"domain_scores_codex":[0.9999406,0.00001038923,0.000001736022,0.00001563175,0.00001874392,0.00001287444],"domain_scores_gemma":[0.9998622,0.00008228657,0.00001773953,0.000009910904,0.00001727896,0.00001051537],"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":[0.000285765,0.00009578959,0.002148543,0.0001885201,0.0000358757,0.001207306,0.001079129,0.02156632,0.9330778,0.03356599,0.0007762906,0.005972636],"study_design_scores_gemma":[0.0000923406,0.0002413064,0.006257893,0.00004866532,0.00003091598,0.0008141847,0.000385234,0.5829395,0.3927485,0.01313797,0.003252043,0.00005139077],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851323,0.0005694315,0.008798341,0.0002656929,0.00002152435,0.00001343475,0.00007486225,0.0001185579,0.005005961],"genre_scores_gemma":[0.9967114,0.0001931009,0.001113946,0.0000127042,0.000005662672,0.000008460248,0.00002625707,0.00001862484,0.001909841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002263702,"threshold_uncertainty_score":0.004501104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007522018984554142,"score_gpt":0.2365235597708169,"score_spread":0.2290015407862628,"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."}}