{"id":"W4313320286","doi":"10.32920/21740774","title":"Engineering functionalized multiphased silicon/silicon oxide nanobiomaterials to passivate the aggressive proliferation of cancer","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Laser-Ablation Synthesis of Nanoparticles","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Silicon; Materials science; Nanotechnology; Passivation; Monocrystalline silicon; Nanoparticle; Nanostructure; Cancer cell; Biomaterial; Silicon oxide; Cancer; Optoelectronics; Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003686805,0.0003689241,0.0004958776,0.0002040016,0.00009316729,0.0001033271,0.0003806523,0.0001583267,0.004168588],"category_scores_gemma":[0.00040191,0.0002951128,0.0001528078,0.0002169352,0.00002719326,0.0001119367,0.0003016869,0.0001890445,0.00003223859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002630123,"about_ca_system_score_gemma":0.00009020013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001947094,"about_ca_topic_score_gemma":0.00005933307,"domain_scores_codex":[0.99804,0.0001091289,0.0007444827,0.0003836757,0.0004272343,0.0002955031],"domain_scores_gemma":[0.9984926,0.0003871376,0.000294974,0.0005830475,0.0001452668,0.00009695774],"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":[0.00003493149,0.0000200166,0.0002961781,0.0001257382,0.0001478939,0.000001404971,0.0001206814,0.4955306,0.5025566,0.00005706725,0.0006002851,0.000508632],"study_design_scores_gemma":[0.0003765999,0.00001450513,0.005958073,0.0001919254,0.00008063563,0.000001548834,0.00003973744,0.04884434,0.9379254,0.000026542,0.006172731,0.0003679388],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942919,0.0004085954,0.001324417,0.0005672497,0.001223126,0.00128837,0.0002941127,0.0004958632,0.0001063806],"genre_scores_gemma":[0.9960406,0.0000741551,0.000962627,0.0001022761,0.0001640677,0.002227521,0.00006438742,0.00008879627,0.000275602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4466862,"threshold_uncertainty_score":0.9999501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0183706915176089,"score_gpt":0.2594146940878989,"score_spread":0.24104400257029,"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."}}