{"id":"W4403531581","doi":"10.1021/acs.langmuir.4c02753","title":"Supraparticles from Cubic Iron Oxide Nanoparticles: Synthesis, Polymer Encapsulation, Functionalization, and Magnetic Properties","year":2024,"lang":"en","type":"article","venue":"Langmuir","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"Universität Hamburg; Fraunhofer-Gesellschaft; Helmholtz Association; Deutsche Forschungsgemeinschaft","keywords":"Surface modification; Nanoparticle; Polymer; Nanotechnology; Magnetic nanoparticles; Iron oxide nanoparticles; Encapsulation (networking); Chemical engineering; Materials science; Iron oxide; Oxide; Chemistry; Organic chemistry; Metallurgy","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":[0.00007798013,0.0001295261,0.0001270023,0.00002998526,0.0001110883,0.0001775156,0.00006702653,0.00006842795,0.002192376],"category_scores_gemma":[0.00003969426,0.0001011694,0.00003457702,0.0001207649,0.00005516688,0.0001589118,0.00002693098,0.00005393146,0.0001348864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002832529,"about_ca_system_score_gemma":0.00002477839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005417541,"about_ca_topic_score_gemma":0.00004066265,"domain_scores_codex":[0.9991196,0.00003201193,0.0002142479,0.0002681848,0.0001912613,0.0001747113],"domain_scores_gemma":[0.9996327,0.0001104781,0.00002660896,0.0001420844,0.00002791868,0.00006017936],"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":[0.0000274415,0.00002472374,0.01568796,0.0001323002,0.00003110755,0.00000640284,0.0006213355,0.000009111898,0.9793475,0.0006852141,0.0007712237,0.002655629],"study_design_scores_gemma":[0.0001983735,0.00001298293,0.02276583,0.0002502953,0.00009665557,0.00001570563,0.001133078,0.003069697,0.9541379,0.0003029777,0.01772428,0.0002922882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977245,0.02071877,0.00001362747,0.0003516683,0.0001006725,0.00004924916,0.00004027169,0.0002139189,0.001266765],"genre_scores_gemma":[0.9964734,0.00004822296,0.00001861621,0.00005266898,0.0001778813,0.00005003493,0.00001661638,0.00002685764,0.003135691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02520972,"threshold_uncertainty_score":0.9987198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197480500917224,"score_gpt":0.1921584058031785,"score_spread":0.1801836007940062,"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."}}