{"id":"W2294605222","doi":"10.1039/c5ra26014k","title":"Advanced three dimensional characterization of silica-based ultraporous materials","year":2016,"lang":"en","type":"article","venue":"RSC Advances","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Characterization (materials science); Context (archaeology); Porosity; Materials science; Porous medium; Nanotechnology; Process engineering; Engineering; Composite material; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004560026,0.0001106428,0.0001637201,0.00001815401,0.00004023252,0.000005676457,0.00008529303,0.00005758115,0.001397143],"category_scores_gemma":[0.00002975327,0.00007473513,0.00003599945,0.00004612624,0.00006154525,0.0002712507,0.00001299392,0.00002173392,0.00002097066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001981296,"about_ca_system_score_gemma":0.00001886023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003361259,"about_ca_topic_score_gemma":0.000004321722,"domain_scores_codex":[0.9992625,0.000009102969,0.0002546488,0.0001784136,0.0001611697,0.0001342227],"domain_scores_gemma":[0.9994267,0.00006576768,0.0002307868,0.0001735702,0.00006915526,0.00003407476],"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":[0.0001271681,0.00004116542,0.001839569,0.00004455088,0.000006831745,9.573127e-7,0.000006499877,0.00006082707,0.9560742,0.0003254204,5.272136e-7,0.04147229],"study_design_scores_gemma":[0.0005407426,0.00002399545,0.006372781,0.0001178759,0.000007154673,0.000001204716,0.000002354878,0.00004860808,0.9903395,0.0008534054,0.001579193,0.0001132423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974181,0.0001068262,0.001609773,0.0001036302,0.0001047253,0.00005480365,0.000154397,0.00005813637,0.0003896265],"genre_scores_gemma":[0.9991425,0.00003480326,0.0004051545,0.00002936701,0.00008613354,0.00001613145,0.00009334198,0.00001662123,0.0001759817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04135904,"threshold_uncertainty_score":0.9995157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.010365982463477,"score_gpt":0.2351187725866427,"score_spread":0.2247527901231657,"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."}}