{"id":"W4391232154","doi":"10.1038/s41562-023-01807-2","title":"Reproduction and replication at scale","year":2024,"lang":"en","type":"letter","venue":"Nature Human Behaviour","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Government of Canada; Open Philanthropy Project; University of Ottawa; Alfred P. Sloan Foundation","keywords":"Replication (statistics); Reproduction; Scale (ratio); Biology; Computer science; Geography; Genetics; Virology; Cartography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005191385,0.0004814044,0.0009139595,0.0005855539,0.00257276,0.004826938,0.001621985,0.01564057,0.0200901],"category_scores_gemma":[0.03610768,0.0004559448,0.000652039,0.0004386507,0.009379848,0.006666869,0.003603569,0.01616658,0.01344016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003048225,"about_ca_system_score_gemma":0.002184914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002867366,"about_ca_topic_score_gemma":0.003933658,"domain_scores_codex":[0.9961841,0.0009458861,0.0002784976,0.0007484979,0.001440962,0.0004021509],"domain_scores_gemma":[0.9799349,0.009954779,0.001035248,0.004957881,0.002292854,0.001824356],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006908917,0.0000132324,0.0003235691,0.00007071233,0.00002019805,0.0006578655,0.0003529626,0.0001310995,0.0006881506,0.1545776,0.8065097,0.03658587],"study_design_scores_gemma":[0.0000271697,0.00001105672,0.0002823164,0.00003484366,0.000003908172,0.0002625357,0.000104044,0.0001571529,0.0002127107,0.08952579,0.9093628,0.00001563569],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001122959,0.007848646,0.004510136,0.8420466,0.067903,0.00002842702,0.0001404799,0.0002401493,0.07615967],"genre_scores_gemma":[0.06500287,0.007021382,0.00365398,0.578374,0.14407,0.000304823,0.000235289,0.0004056816,0.200932],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9948086,"threshold_uncertainty_score":0.06720811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01358717913179241,"score_gpt":0.2980346433643018,"score_spread":0.2844474642325094,"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."}}