{"id":"W2172156620","doi":"10.1039/c5tc00915d","title":"Rational selection of superparamagnetic iron oxide/silica nanoparticles to create nanocomposite inductors","year":2015,"lang":"en","type":"article","venue":"Journal of Materials Chemistry C","topic":"Magnetic Properties and Synthesis of Ferrites","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Materials science; Superparamagnetism; Nanocomposite; Nanoparticle; Shell (structure); Chemical engineering; Oxide; Iron oxide; Nanotechnology; Metallurgy; Composite material; Magnetization","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":[0.0008317101,0.0001527152,0.0003895063,0.00004554118,0.00005015107,0.0001106928,0.0003129533,0.00008267298,0.001829981],"category_scores_gemma":[0.0003827443,0.0001180535,0.00005933667,0.00008907466,0.0000798429,0.0001989535,0.00007016714,0.00005606574,0.00003168605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006175238,"about_ca_system_score_gemma":0.0001643986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005991277,"about_ca_topic_score_gemma":0.000001452681,"domain_scores_codex":[0.9982851,0.00009912086,0.0007907738,0.0001563084,0.0004533359,0.0002153472],"domain_scores_gemma":[0.998762,0.00005127484,0.0003881455,0.0001558855,0.0004105568,0.0002321147],"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":[0.0004364891,0.0000970479,0.0001825169,0.00007857681,0.000007656586,0.000003998347,0.0001929211,0.0002092849,0.9975497,0.000009015097,0.001151796,0.0000810497],"study_design_scores_gemma":[0.000400122,0.0002744887,0.0009413228,0.00008872063,0.00003248116,0.0001323332,0.0001293667,0.000008778488,0.9968948,0.00007399108,0.0008918676,0.0001317432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987926,0.0001390759,0.000007138603,0.0004501446,0.0002393341,0.00008923453,0.00001703066,0.00001370294,0.0002517402],"genre_scores_gemma":[0.9959185,0.00001098323,0.00350585,0.00004402862,0.0002311566,0.000005562363,0.000001887546,0.00001349608,0.0002685028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003498711,"threshold_uncertainty_score":0.9990825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987778462054787,"score_gpt":0.2333193697615373,"score_spread":0.2134415851409894,"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."}}