{"id":"W4408846974","doi":"10.1038/d41586-025-00922-6","title":"Some assembly required","year":2025,"lang":"en","type":"article","venue":"Nature","topic":"Medical Research and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Computational biology; Computer science; Biology","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":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001022159,0.00005605423,0.0001081085,0.00007576908,0.0003637166,0.000008273337,0.0002067049,0.00142001,0.001085688],"category_scores_gemma":[0.008740647,0.00003982594,0.00002874326,0.0002440521,0.00002567086,0.0001734669,0.0001001697,0.00675047,0.0008428436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000497889,"about_ca_system_score_gemma":0.0006263899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003381741,"about_ca_topic_score_gemma":0.00003480122,"domain_scores_codex":[0.9986081,0.0004169475,0.0001520025,0.0001438919,0.0003205517,0.0003584934],"domain_scores_gemma":[0.9976454,0.001836578,0.00004774744,0.0002176821,0.0001091649,0.0001434179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009279967,0.00002147241,0.001624618,0.0001753293,0.00002055276,0.00001392879,0.00009247632,3.23329e-8,0.0008842583,0.1040514,0.8780157,0.01500744],"study_design_scores_gemma":[0.0003536226,0.00001727329,0.005605549,0.000151073,0.000005692783,1.210223e-7,0.0001728778,0.00002437278,0.000123697,0.01470061,0.978808,0.00003706302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0492608,0.02958988,0.0001145873,0.2407745,0.004655574,0.0008051406,0.00002063524,0.0002134784,0.6745654],"genre_scores_gemma":[0.6831748,0.002354524,0.0005243276,0.0846986,0.001878661,0.0001039942,0.0000306645,0.00001404223,0.2272204],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.633914,"threshold_uncertainty_score":0.9999351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0815014539603275,"score_gpt":0.5598614082602136,"score_spread":0.4783599542998861,"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."}}