{"id":"W4412566667","doi":"10.1364/oic.2025.fb.7","title":"Functionalized hybrid POSS-based films for optical applications","year":2025,"lang":"en","type":"article","venue":"","topic":"Silicone and Siloxane Chemistry","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Materials science; Computer science; Optoelectronics","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":[0.0001096485,0.00006988064,0.00009904692,0.00002375389,0.0001054173,0.00004301586,0.0001322034,0.00003493212,0.004199631],"category_scores_gemma":[0.00005936944,0.00006084745,0.00006203035,0.00007468004,0.00005811292,0.00003315914,0.00002044998,0.00002971734,0.0001422234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001699059,"about_ca_system_score_gemma":0.0001209707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005583025,"about_ca_topic_score_gemma":9.268433e-7,"domain_scores_codex":[0.9994088,0.000004054195,0.0001461821,0.0002183271,0.00007976808,0.0001428001],"domain_scores_gemma":[0.9994313,0.0001986816,0.00001969224,0.0002251755,0.00008208326,0.00004312008],"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":[0.00004460688,0.00005925324,0.00007083807,0.00003524996,0.000003968815,2.416855e-7,0.000001006962,0.00003532062,0.9669096,0.01350245,0.01872786,0.0006095374],"study_design_scores_gemma":[0.0005349878,0.00001033439,0.00008640654,0.000004643134,0.00001454755,0.000001129857,0.00001617375,0.0004033688,0.9578323,0.001706808,0.03931871,0.00007063427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.726506,0.0001138293,0.2128911,0.00188979,0.0002149717,0.0005390018,0.00007120917,0.0002418948,0.05753223],"genre_scores_gemma":[0.9493376,9.965671e-7,0.0220498,0.002218275,0.00008166694,0.0009439047,0.00009799884,0.00000809861,0.02526165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2228316,"threshold_uncertainty_score":0.9967107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312149579222002,"score_gpt":0.2839624031771693,"score_spread":0.2708409073849493,"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."}}