{"id":"W4386158218","doi":"10.3389/fnint.2023.1271818","title":"Editorial: Reproducibility in neuroscience","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Integrative Neuroscience","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Reproducibility; Neuroscience; Psychology; Chemistry; Chromatography","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02334348,0.00485182,0.005081963,0.004314606,0.006023956,0.01331535,0.006613795,0.02484886,0.02450303],"category_scores_gemma":[0.1165438,0.001696634,0.004191463,0.00191087,0.006994923,0.008693778,0.003191236,0.03220474,0.02296312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005787867,"about_ca_system_score_gemma":0.00781746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908339,"about_ca_topic_score_gemma":0.003851196,"domain_scores_codex":[0.9770642,0.004621248,0.003312903,0.002692541,0.01123569,0.00107349],"domain_scores_gemma":[0.8933764,0.04914165,0.005209885,0.004435975,0.04045068,0.007385358],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002371023,0.000008383922,0.00001434631,0.0002500499,0.00001455808,0.00006433295,0.00002061146,0.00001918944,0.0000359559,0.0004460143,0.9950941,0.004008743],"study_design_scores_gemma":[0.00005288932,0.00002316978,0.0001697348,0.0008239243,0.00003783082,0.0002415714,0.00004986026,0.0001320187,0.0001167831,0.002622846,0.9956977,0.00003172087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001736645,0.002779315,0.0001624517,0.03136595,0.9647066,0.00002584887,0.00005069828,0.00008465154,0.0008071566],"genre_scores_gemma":[0.0003935792,0.002950019,0.000204493,0.02789253,0.9625507,0.00004595924,0.00005324374,0.00009240819,0.005817112],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9766565,"threshold_uncertainty_score":0.1234536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561992846302914,"score_gpt":0.2981240348980951,"score_spread":0.272504106435066,"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."}}