{"id":"W4403334345","doi":"10.1088/2058-7058/37/09/29","title":"Peering inside the biological nano-universe","year":2024,"lang":"en","type":"article","venue":"Physics World","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Peering; Universe; Nano-; Astronomy; Physics; Astrophysics; Nanotechnology; Computer science; Materials science; World Wide Web; The Internet; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005616128,0.000419949,0.0007819828,0.001269747,0.004657904,0.007070973,0.001326427,0.003197779,0.02104858],"category_scores_gemma":[0.03425178,0.0003982983,0.0004949178,0.0008275668,0.004590884,0.01356057,0.007125013,0.003231761,0.01030508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111724,"about_ca_system_score_gemma":0.001916157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007661066,"about_ca_topic_score_gemma":0.0007627408,"domain_scores_codex":[0.9946025,0.002118933,0.0001665655,0.001102905,0.001615422,0.0003935909],"domain_scores_gemma":[0.9765167,0.009305886,0.001301071,0.004989047,0.004041992,0.00384537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001104727,0.000037007,0.001843747,0.0004967382,0.00005502417,0.0004818829,0.01137642,0.001014722,0.01046188,0.5682793,0.2529854,0.1528574],"study_design_scores_gemma":[0.00001161912,0.00002852674,0.0005388188,0.0001254248,0.00001067309,0.0002484775,0.001641319,0.0006176027,0.001460836,0.1648757,0.8304056,0.00003547959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06511296,0.05020372,0.1387829,0.2618171,0.05123752,0.0002053102,0.001079344,0.003864998,0.4276962],"genre_scores_gemma":[0.6240377,0.02351564,0.04344501,0.02594493,0.03001068,0.000353766,0.001179413,0.002991103,0.2485217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02104858,"threshold_uncertainty_score":0.07041448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0315662402429819,"score_gpt":0.286510689579089,"score_spread":0.2549444493361072,"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."}}