{"id":"W2245619643","doi":"10.1007/0-387-33016-x_13","title":"Time-Resolved Fluorescence Anisotropy Applied to Silica Sol-Gel Growth and Surface Modification","year":2007,"lang":"en","type":"book-chapter","venue":"Reviews in fluorescence","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Surface modification; Fluorescence; Materials science; Anisotropy; Fluorescence anisotropy; Sol-gel; Surface (topology); Chemical engineering; Nanotechnology; Optics; Physics; Engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002479873,0.0007632177,0.001388558,0.0003247132,0.000188846,0.0002181941,0.001241049,0.0004612207,0.0006318972],"category_scores_gemma":[0.0003324516,0.0006828185,0.0001665772,0.0002506239,0.0005155314,0.0002117665,0.0005776326,0.0006838811,0.005249461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201605,"about_ca_system_score_gemma":0.0001825812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000091708,"about_ca_topic_score_gemma":0.00002591207,"domain_scores_codex":[0.9949203,0.0001249947,0.001312757,0.001615947,0.001016499,0.001009556],"domain_scores_gemma":[0.9973866,0.0002599279,0.0004292693,0.001224478,0.0001738823,0.0005258571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001875935,0.0001209784,0.00006086889,0.001345236,0.00001289332,0.00005567377,0.0003120193,0.00002189834,0.8386324,0.07607447,0.005314991,0.07786098],"study_design_scores_gemma":[0.002972921,0.0009419199,0.001266713,0.01740817,0.000281889,0.00008461978,0.00006827867,0.002781077,0.1911131,0.01814914,0.7567034,0.008228818],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.02158028,0.1329405,0.005016542,0.002284545,0.001894015,0.03376016,0.00102355,0.00136091,0.8001395],"genre_scores_gemma":[0.047803,0.3884004,0.2995116,0.002619407,0.00248397,0.001186218,0.0006990475,0.001491386,0.2558049],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7513884,"threshold_uncertainty_score":0.9995623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05063431011717694,"score_gpt":0.3073908717651866,"score_spread":0.2567565616480097,"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."}}