{"id":"W1990168417","doi":"10.1117/12.569587","title":"&lt;title&gt;Surface molecular light scattering in glasses&lt;/title&gt;","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Glass properties and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tobacco Research Unit","funders":"","keywords":"Scattering; Light scattering; Surface (topology); Optics; Intensity (physics); Materials science; Physics; Optoelectronics; Mathematics; Geometry","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":[0.0002278249,0.0001521224,0.0001845423,0.00004103793,0.0000408132,0.00007542569,0.0005114209,0.00009562792,0.00009874942],"category_scores_gemma":[0.00009238205,0.0001267278,0.0001852819,0.0001790263,0.00009226329,0.0001883184,0.0001129731,0.0001265672,0.0000624778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119155,"about_ca_system_score_gemma":0.00002795536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005187549,"about_ca_topic_score_gemma":1.557271e-7,"domain_scores_codex":[0.998888,9.799971e-9,0.0003143669,0.0002340159,0.0003253865,0.0002382448],"domain_scores_gemma":[0.9994178,0.00001895967,0.000118388,0.00005033848,0.0003361879,0.00005830952],"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":[0.00000558764,0.00003345674,0.0000142503,0.00007203824,0.0000192559,7.616188e-8,0.00003887557,0.0001575551,0.6810444,0.3167014,0.001850144,0.00006293239],"study_design_scores_gemma":[0.0005937997,0.00009364362,0.0002152121,0.0002896985,0.00004659126,0.00001209137,0.0001808785,0.003519611,0.934473,0.003616224,0.05662798,0.0003312869],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751272,0.0001294922,0.00004557908,0.00257388,0.0001782372,0.0002168201,0.00001417342,0.00005584023,0.02165878],"genre_scores_gemma":[0.9382856,0.00006697548,0.06065145,0.0001107555,0.0001896853,0.00006860737,0.000003273279,0.00004594019,0.0005776494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3130852,"threshold_uncertainty_score":0.5167809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009084517494724057,"score_gpt":0.2189114242571681,"score_spread":0.2098269067624441,"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."}}