{"id":"W4399602940","doi":"10.32920/26018233","title":"Synthesis, Acid Properties and Catalysis by Niobium Oxide Nanostructured Materials","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Mesoporous Materials and Catalysis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Niobium oxide; Niobium; Oxide; Catalysis; Protonation; Reactivity (psychology); Inorganic chemistry; Molecule; Mesoporous material; Materials science; Adsorption; Chemistry; Chemical engineering; Physical chemistry; Organic chemistry","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009152633,0.0007927077,0.001381591,0.0001864128,0.0001882494,0.001896067,0.0007691254,0.0005776809,0.004695898],"category_scores_gemma":[0.0001573421,0.0005552238,0.0001792801,0.0001208567,0.0002828394,0.0001352969,0.003031231,0.0002401393,0.0007496424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000950042,"about_ca_system_score_gemma":0.0001645305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002639791,"about_ca_topic_score_gemma":0.00007360576,"domain_scores_codex":[0.9960569,0.0002499077,0.0009910892,0.001544548,0.0005537714,0.0006038292],"domain_scores_gemma":[0.9981056,0.00003337974,0.0003660659,0.001181421,0.0001079391,0.0002055613],"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":[0.00004855234,0.00002695142,0.000004070756,0.00149904,0.0001343597,0.00001666968,0.0002323081,0.000002045675,0.9834269,0.000139077,0.01418879,0.0002812269],"study_design_scores_gemma":[0.00007291495,0.00001523924,0.00001820659,0.0003028094,0.0006148539,0.0000315109,0.0001404701,0.000006514634,0.9945787,0.002159011,0.001337508,0.0007223015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858584,0.007123997,0.00002140658,0.000632738,0.002819682,0.0005490249,0.001880663,0.0004869882,0.0006270572],"genre_scores_gemma":[0.992987,0.0004854804,0.0008846147,0.0001597993,0.0002791496,0.0004653059,0.0003724146,0.0001185896,0.00424763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01285128,"threshold_uncertainty_score":0.9996899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374504081840305,"score_gpt":0.2099350394936225,"score_spread":0.1961899986752195,"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."}}