{"id":"W7037687963","doi":"","title":"Fabrication and Characterization of Materials for Ultrafast Electron Scattering Experiments","year":2024,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Characterization (materials science); Fabrication; Ultrashort pulse; Scattering; Electron","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008388695,0.0005782857,0.0007250445,0.0003799793,0.0003871623,0.0001964635,0.0003983253,0.0004762668,0.000163501],"category_scores_gemma":[0.0001422126,0.0006079652,0.000136366,0.0002593881,0.00005655711,0.0006449368,0.00006399272,0.0003213645,0.00004811284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004746874,"about_ca_system_score_gemma":0.00005541484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008305643,"about_ca_topic_score_gemma":0.00005543441,"domain_scores_codex":[0.9968063,0.0001417541,0.0009191927,0.001002308,0.0005257952,0.0006046896],"domain_scores_gemma":[0.9982725,0.00005936985,0.0006919523,0.0004434799,0.0004112356,0.0001214806],"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":[0.0002403021,0.00007864364,0.000001542171,0.0008650533,0.00004155014,0.000001318725,0.00002481897,1.785918e-7,0.981162,0.01453701,0.000002831097,0.003044779],"study_design_scores_gemma":[0.0002647298,0.0003686095,0.0002400812,0.0005413444,0.0001352227,0.000007145446,0.00004444443,0.00000390496,0.9905952,0.004494943,0.002762524,0.0005418549],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993959,0.0001746719,0.000005169117,0.00001377804,0.001082509,0.001315101,0.001313946,0.0003991575,0.001736726],"genre_scores_gemma":[0.9937221,0.0003770286,0.0008407008,0.00006382994,0.00009128792,0.0007210642,0.002243023,0.0001956338,0.001745286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01004207,"threshold_uncertainty_score":0.9996372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310484532703057,"score_gpt":0.2799164401993179,"score_spread":0.2668115948722874,"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."}}