{"id":"W2085988389","doi":"10.1117/12.429462","title":"<title>Characterization of the fulgide-doped PMMA films and investigation of photochromic reaction of Langmuir-Blodgett films as recording materials</title>","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Photochromic and Fluorescence Chemistry","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Photochromism; Langmuir–Blodgett film; Materials science; Diarylethene; Doping; Diffraction efficiency; Thin film; Methyl methacrylate; Photochemistry; Optoelectronics; Polymer; Composite material; Chemistry; Grating; Copolymer; Nanotechnology; Monolayer","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":[0.0003020655,0.0001257423,0.0002306612,0.00003826428,0.00003046465,0.00002324219,0.0003141865,0.0001144325,0.0001686021],"category_scores_gemma":[0.0002266214,0.00009831371,0.0001269298,0.0001366108,0.0002011649,0.0002091687,0.00008017134,0.00007893441,0.000003216342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004029629,"about_ca_system_score_gemma":0.00003204037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001144596,"about_ca_topic_score_gemma":5.85112e-8,"domain_scores_codex":[0.9989882,5.672536e-8,0.0004241889,0.0001672714,0.0002927612,0.0001275256],"domain_scores_gemma":[0.9989988,0.00003642476,0.0004433107,0.0000510757,0.000433424,0.00003692119],"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":[0.00004356552,0.00002077761,0.0001519924,0.0003185791,0.00003610284,2.575207e-8,0.000092334,0.000002315897,0.9828684,0.01528836,0.001138398,0.00003917242],"study_design_scores_gemma":[0.0002312997,0.00004678387,0.001552999,0.0003033032,0.0000424471,0.000009056367,0.00009944288,0.001039439,0.9958993,0.0003472873,0.0003383119,0.00009038181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996792,0.00002119836,0.000007341092,0.0001566117,0.0002157666,0.0002632584,0.00006421484,0.00001990641,0.002459688],"genre_scores_gemma":[0.9931486,0.00008885923,0.006271857,0.00001925525,0.00009532372,0.00003001853,0.00001429627,0.00002092175,0.0003108472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01494107,"threshold_uncertainty_score":0.4009117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009896094846672568,"score_gpt":0.2121618156534955,"score_spread":0.2022657208068229,"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."}}