{"id":"W7013529690","doi":"","title":"Justify your alpha","year":2018,"lang":"en","type":"article","venue":"EUR Research Repository (Erasmus University Rotterdam)","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"UCB Celltech; National Institutes of Health; Economic and Social Research Council; RWTH Aachen University; Universität Bielefeld; Leids Universitair Medisch Centrum; KU Leuven; Linköpings Universitet; Directorate for Biological Sciences; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Consejo Nacional de Investigaciones Científicas y Técnicas; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Trent University; Flinders University; Technische Universiteit Eindhoven; Universiteit Leiden; Yale University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; University of Glasgow; Purdue University; Cancer Research UK; Bangor University; Rijksuniversiteit Groningen; Linnéuniversitetet; Keele University; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Comunidad de Madrid; Nottingham Trent University; Florida State University; West Virginia University; Tulane University; University of Wisconsin-Madison; University of Oxford; University of Edinburgh; National Institute for Health and Care Research; University of Louisiana at Lafayette; National Science Foundation","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004152385,0.0002634109,0.00030185,0.001011505,0.00711331,0.0001216239,0.001402334,0.0003543469,0.002546742],"category_scores_gemma":[0.0009971963,0.0002853581,0.000124282,0.001508396,0.001079009,0.00100742,0.001263276,0.002948112,0.01149357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00190993,"about_ca_system_score_gemma":0.00253453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0050328,"about_ca_topic_score_gemma":0.0001706526,"domain_scores_codex":[0.9902341,0.004811006,0.0004503709,0.0009042195,0.001866503,0.001733782],"domain_scores_gemma":[0.9946334,0.0007738585,0.0002102964,0.001305982,0.002249388,0.0008271205],"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":[0.003409239,0.001281323,0.4358192,0.0006471787,0.0003236503,0.002084704,0.02798905,0.000002275827,0.05861821,0.006050024,0.4562533,0.007521806],"study_design_scores_gemma":[0.001882162,0.0003738322,0.240951,0.0001270155,0.00002749267,0.00004931048,0.02301448,0.0001092861,0.002249402,0.0001185426,0.7307871,0.000310331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6925511,0.00009218264,0.00006292048,0.00439042,0.001766064,0.001188121,0.00001719894,0.0002038072,0.2997282],"genre_scores_gemma":[0.7470773,0.00006902483,0.0001726463,0.0003594179,0.002103453,0.00001857551,0.00002085967,0.0000545452,0.2501241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2745338,"threshold_uncertainty_score":0.9999599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.208037043112916,"score_gpt":0.5225997573434428,"score_spread":0.3145627142305268,"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."}}