{"id":"W158881663","doi":"10.1023/a:1015305328932","title":"Low Temperature Sol-Gel Preparation of Nanocrystalline TiO2 Thin Films","year":2002,"lang":"en","type":"article","venue":"Journal of Sol-Gel Science and Technology","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":121,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Allison University; Université de Moncton","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Moncton","keywords":"Materials science; Anatase; Crystallite; Crystallization; Nanocrystalline material; Raman spectroscopy; Chemical engineering; Thin film; Electrochromism; Polyethylene glycol; Fourier transform infrared spectroscopy; Nanotechnology; Optics; Photocatalysis; Chemistry; Electrode; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00166782,0.0001638191,0.0004430237,0.0006394249,0.0001877425,0.0001226096,0.0006222378,0.0002339036,0.0004438598],"category_scores_gemma":[0.0003950775,0.00012309,0.00005833312,0.0007740171,0.001234965,0.0010767,0.00009192803,0.0001956704,0.00002741333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004826819,"about_ca_system_score_gemma":0.0001603587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004581418,"about_ca_topic_score_gemma":0.00000622831,"domain_scores_codex":[0.9978148,0.00005239772,0.0007963727,0.0002947242,0.0006990035,0.0003427272],"domain_scores_gemma":[0.9980529,0.00004190207,0.0006921974,0.0002803874,0.0008226253,0.0001099697],"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":[0.00003445645,0.000105003,0.00006626737,0.00003013223,0.00000534878,0.00001861181,0.0003086657,0.00006727366,0.9976835,0.0006041207,0.0006610856,0.0004155467],"study_design_scores_gemma":[0.0005363643,0.000577428,0.0002936112,0.0000971174,0.00002205331,0.0004512684,0.0002097736,0.0003166947,0.995028,0.001570019,0.0007647947,0.0001329269],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996605,0.0004892999,0.0002077135,0.001732026,0.0005500523,0.000152398,0.00002007972,0.00005299474,0.0001904151],"genre_scores_gemma":[0.9929105,0.0002112875,0.006514276,0.0001105151,0.0000713047,0.000003684686,6.347066e-7,0.000008956704,0.0001688402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006306562,"threshold_uncertainty_score":0.5019464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102484162554666,"score_gpt":0.2484284818350118,"score_spread":0.2381800655795452,"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."}}