{"id":"W4225613589","doi":"10.1038/s42004-022-00665-9","title":"Open questions on proteins interacting with nanoclusters","year":2022,"lang":"en","type":"article","venue":"Communications Chemistry","topic":"Nanocluster Synthesis and Applications","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"European Commission","keywords":"Nanoclusters; Interfacing; Interface (matter); Nanotechnology; Dual (grammatical number); Surface protein; Computational biology; Computer science; Chemistry; Materials science; Biology; Biochemistry; Virology; Philosophy","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003208798,0.0001121027,0.0001224469,0.00002408477,0.001567505,0.0002027855,0.00340416,0.00002159749,0.001306515],"category_scores_gemma":[0.00007033177,0.0001059093,0.00002988785,0.0002393591,0.000123687,0.0001553101,0.002772235,0.000273572,0.00007600417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001625622,"about_ca_system_score_gemma":0.0001248188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008671983,"about_ca_topic_score_gemma":0.00001780474,"domain_scores_codex":[0.9990645,0.0001152092,0.0002103967,0.0002720295,0.0001745841,0.0001632988],"domain_scores_gemma":[0.9970677,0.0002488145,0.000175929,0.002388956,0.00005620383,0.00006236412],"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":[0.00003989693,0.0005569631,0.00007017284,0.00001670086,0.00001207269,0.000001257427,0.0004786361,0.0004088795,0.991345,0.002474657,0.00254541,0.002050312],"study_design_scores_gemma":[0.0006824555,0.0001002362,0.0001746942,0.0001775102,0.00003974092,0.0000975678,0.003191864,0.001066911,0.6305159,0.0003894361,0.3630398,0.0005238769],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6691606,0.0003226651,0.002184075,0.02809933,0.0001864644,0.00234793,0.0003554086,0.000517346,0.2968262],"genre_scores_gemma":[0.9790695,0.000007498914,0.01506993,0.0002569549,0.00001973949,0.002552139,0.0000662472,0.00002202772,0.002935974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3608291,"threshold_uncertainty_score":0.9997323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03549619048044664,"score_gpt":0.2992394852453441,"score_spread":0.2637432947648974,"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."}}