{"id":"W2972475714","doi":"10.7717/peerj.7654","title":"Rate and success of study replication in ecology and evolution","year":2019,"lang":"en","type":"article","venue":"PeerJ","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Canada Research Chairs","keywords":"Replicate; Replication (statistics); Evolutionary ecology; Ecology; Biology; Evolutionary biology; Computer science; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05404406,0.00005659603,0.0009478531,0.0001722359,0.0000162166,0.00006490593,0.0002188585,0.00002496556,0.000448683],"category_scores_gemma":[0.007249408,0.00002939401,0.00006874686,0.0003824417,0.00001861917,0.00009966957,0.00005755244,0.00003217595,0.0001513654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008991194,"about_ca_system_score_gemma":0.00001097493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005757206,"about_ca_topic_score_gemma":0.0002548841,"domain_scores_codex":[0.9941096,0.002652989,0.002075265,0.0004680113,0.0006320077,0.00006207911],"domain_scores_gemma":[0.9964688,0.001051555,0.0009782845,0.00123503,0.0002428382,0.00002344308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002582426,0.00002664784,0.9966578,0.00001211793,0.00001043661,1.668448e-7,0.0002933723,0.00001127987,0.0002694947,0.0006271406,0.0002855438,0.001803415],"study_design_scores_gemma":[0.0001615364,0.00004812651,0.9924283,0.000003355173,0.00002336912,0.000001177882,0.0005253354,0.003773372,0.00001219716,0.002447575,0.0005477252,0.00002794904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976745,0.0002413237,0.0001825067,0.0002739644,0.00004636,0.0005430633,0.000001136682,7.831003e-7,0.001036405],"genre_scores_gemma":[0.997515,0.000006063895,0.0001141981,0.00001785017,0.000005019573,0.00001265222,6.30386e-7,0.000001452303,0.002327111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04679465,"threshold_uncertainty_score":0.9740607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5457945684125687,"score_gpt":0.5273703656697416,"score_spread":0.01842420274282708,"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."}}