{"id":"W4404579838","doi":"10.2139/ssrn.5029806","title":"Molecular Structure Determination of Acid-Initiated Sodium Silicate Sol-Gels Via Real-Time Raman Spectroscopy","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Raman spectroscopy; Sodium silicate; Silicate; Spectroscopy; Sodium; Chemistry; Materials science; Physics; Optics; Organic chemistry","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005572459,0.0005540535,0.0006150609,0.0001930821,0.0001270693,0.0001453194,0.0006066493,0.000756831,0.000493618],"category_scores_gemma":[0.00003434909,0.0005331636,0.0004391491,0.0001373606,0.00008540253,0.0001009765,0.000374377,0.005186377,0.00004400159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001374855,"about_ca_system_score_gemma":0.001827746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000122569,"about_ca_topic_score_gemma":0.00008552671,"domain_scores_codex":[0.9961816,0.00009526812,0.0008530105,0.000590582,0.0005598047,0.001719699],"domain_scores_gemma":[0.9981437,0.00002466935,0.0008993563,0.0005483206,0.0002566852,0.0001272443],"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":[0.0001098761,0.0000526412,0.00002840999,0.0002668951,0.0004147181,0.00003453734,0.0001676288,0.0002393843,0.9883251,0.003469934,0.0000062192,0.006884654],"study_design_scores_gemma":[0.0003465576,0.00007951265,0.00001866434,0.0001989822,0.0002774538,0.0002671917,0.00005429552,0.005676767,0.614254,0.3784647,0.00001854617,0.0003433361],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866353,0.002825005,0.005522238,0.0001884326,0.0002553579,0.0001913852,0.0001017597,0.0001600307,0.004120527],"genre_scores_gemma":[0.9964918,0.001485743,0.0003847117,0.00001697789,0.0005141918,0.00001057492,0.0003041453,0.0001420108,0.0006498279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3749948,"threshold_uncertainty_score":0.999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008429426120517563,"score_gpt":0.2588945492163167,"score_spread":0.2504651230957991,"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."}}