{"id":"W4376121518","doi":"10.15252/embr.202357258","title":"The Preprint Club","year":2023,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Karolinska Institutet; University of Toronto; University of Oxford","keywords":"Preprint; Club; Journal club; Political science; World Wide Web; Library science; Computer science; Biology","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02173665,0.00007659092,0.0001344442,0.00009881571,0.000459602,0.001603668,0.00132158,0.00007749869,0.0002166659],"category_scores_gemma":[0.02932565,0.00003942561,0.00008747624,0.001215313,0.00008326368,0.0006075629,0.0007539298,0.0002618202,0.001459028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002000401,"about_ca_system_score_gemma":0.0001059774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005234898,"about_ca_topic_score_gemma":0.00001967751,"domain_scores_codex":[0.9966626,0.0001767826,0.0007347071,0.0004889052,0.001646138,0.0002909392],"domain_scores_gemma":[0.9962448,0.001875348,0.0003765865,0.00121555,0.0001804659,0.0001072126],"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":[0.000004114184,0.000004381086,0.05493283,4.483211e-7,0.000006017196,0.0002398042,0.0003397749,0.0001907518,0.00003193765,0.00193489,0.8741902,0.06812491],"study_design_scores_gemma":[0.0000220963,0.000003510601,0.09452247,0.000003971968,0.000001376697,0.0001064649,0.0004809829,0.0002866787,0.0002489249,0.1520895,0.75217,0.0000640243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7953111,0.0001247903,0.0003765891,0.01225683,0.003332393,0.0002094191,0.000001187704,0.0002830474,0.1881047],"genre_scores_gemma":[0.9254566,0.00002108705,0.00002511999,0.0002976098,0.0001950558,0.00002159954,0.000001893002,0.000007325179,0.07397371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1501546,"threshold_uncertainty_score":0.9994327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037176001477281,"score_gpt":0.426877053688275,"score_spread":0.3231594535405469,"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."}}