{"id":"W4406298155","doi":"10.54254/2755-2721/2025.20142","title":"Colloidal Crystal Arrays for New Data Storage of the Future","year":2025,"lang":"en","type":"article","venue":"Applied and Computational Engineering","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nanotechnology; Materials science; Colloid; Colloidal crystal; Computer science; Chemical engineering; Engineering","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":[0.0000666023,0.00004643724,0.00006223156,0.00001224793,0.00005081099,0.00001193192,0.0001463271,0.00001704191,0.00000506963],"category_scores_gemma":[0.00000419741,0.00003637028,0.00001781351,0.000109982,0.00001596599,0.0000279748,0.0001240435,0.00003318135,5.685664e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001287041,"about_ca_system_score_gemma":0.0000094737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001878632,"about_ca_topic_score_gemma":8.692996e-7,"domain_scores_codex":[0.9996598,0.000002411108,0.00008092942,0.000113558,0.00008490952,0.0000584102],"domain_scores_gemma":[0.9998096,0.00004339449,0.00001841944,0.0001070057,0.000002613518,0.00001894734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004792156,0.00001016452,0.0003835924,0.000024435,0.00002729415,4.721879e-8,0.0001053784,0.974925,0.0132213,0.007145895,0.001248161,0.002903962],"study_design_scores_gemma":[0.001312842,0.000020385,0.07522677,0.00005687647,0.0001276761,0.0000018638,0.0003995628,0.8448514,0.007921625,0.01583021,0.05388286,0.0003678774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.329514,0.00008060214,0.6686687,0.00077654,0.0002755122,0.000176533,0.00004277873,0.00003174478,0.0004335549],"genre_scores_gemma":[0.9878797,8.348703e-7,0.0117823,0.00002236051,0.00009570891,0.000003473317,0.00001810322,0.000002883643,0.0001946613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6583656,"threshold_uncertainty_score":0.1483137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009257421947844536,"score_gpt":0.217208524504361,"score_spread":0.2079511025565165,"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."}}