{"id":"W2157846988","doi":"10.1103/physrevlett.100.135502","title":"X-Ray Diffuse Scattering Measurements of Nucleation Dynamics at Femtosecond Resolution","year":2008,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Nucleation; Femtosecond; Metastability; Materials science; Scattering; Excitation; Ultrashort pulse; Molecular physics; Optics; Physics; Laser; Thermodynamics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001172665,0.0001052946,0.0002118818,0.00003669242,0.000133114,0.000008223044,0.0001202772,0.000007656628,0.0005883719],"category_scores_gemma":[0.00005331028,0.00009439083,0.0001013337,0.0001964712,0.0001139811,0.0002850077,0.00001334205,0.0000788281,0.000659026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004234609,"about_ca_system_score_gemma":0.000008296036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001302882,"about_ca_topic_score_gemma":0.000126593,"domain_scores_codex":[0.9989583,0.00009144885,0.0002711995,0.0001827723,0.0003248366,0.0001714304],"domain_scores_gemma":[0.9994407,0.00008567714,0.0001581545,0.0001986539,0.00004329393,0.00007346676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009808817,0.000343812,0.5882086,0.0008702389,0.0001171407,0.0000119779,0.0008147717,0.02568161,0.3547948,0.00002631408,0.01110348,0.01792922],"study_design_scores_gemma":[0.0005140679,0.00008776198,0.9271904,0.00065652,0.00008796843,0.00002037285,0.00001924768,0.06316559,0.0043837,0.0000220707,0.003526743,0.0003256195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963788,0.0005229523,0.0001047535,0.002108373,0.0001129479,0.0001986572,0.00002150586,0.00003021752,0.0005217863],"genre_scores_gemma":[0.9969352,0.0003984519,0.000356751,0.00217926,0.00003999074,0.000002098651,0.00005636552,0.000005400962,0.00002643737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3504111,"threshold_uncertainty_score":0.8470665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04468488738122178,"score_gpt":0.2647754462776398,"score_spread":0.220090558896418,"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."}}