{"id":"W2005863576","doi":"10.1007/s003390100841","title":"Improvement of optical properties of silica colloidal crystals by sintering","year":2002,"lang":"en","type":"article","venue":"Applied Physics A","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Moncton","funders":"","keywords":"Sintering; Materials science; Colloid; Colloidal crystal; Colloidal silica; Attenuation; Thermal; Chemical engineering; Thermal treatment; Mineralogy; Composite material; Optics; Chemistry; 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":[0.00003691144,0.0001251049,0.0002378685,0.00001132691,0.00004467101,0.00001312935,0.0001381261,0.0000205534,0.0001652749],"category_scores_gemma":[6.847867e-7,0.0001141857,0.00008676716,0.0001134743,0.0001032279,0.00003417036,0.00008074505,0.00007231592,0.000008309308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001144862,"about_ca_system_score_gemma":0.00001341551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004862651,"about_ca_topic_score_gemma":2.210685e-7,"domain_scores_codex":[0.9992096,0.000002961194,0.0002880837,0.0001800336,0.0001435891,0.0001757618],"domain_scores_gemma":[0.9994885,0.00001880455,0.0001426453,0.0002594529,0.00004132111,0.00004929993],"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":[0.000006809348,0.0004280878,0.00002718242,0.00002887529,0.0000512357,1.87628e-8,0.0001943164,0.00005838425,0.9463343,0.0436645,0.0005295611,0.008676739],"study_design_scores_gemma":[0.0003375692,0.0000406062,0.00001161097,0.00002027832,0.00002213982,5.485376e-8,0.0002507331,0.0007563221,0.9939578,0.003052605,0.001426958,0.0001233368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658497,0.00003868157,0.002812551,0.00003564458,0.00001444794,0.0003665783,0.0001087282,0.00001435548,0.03075934],"genre_scores_gemma":[0.9994276,0.000002605918,0.0001608196,0.00001264573,0.00005374573,0.0001492014,0.000009619735,0.0000162965,0.0001674598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04762349,"threshold_uncertainty_score":0.4656357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01432176083958658,"score_gpt":0.2075403182197717,"score_spread":0.1932185573801851,"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."}}