{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006110832,0.00177523,0.003526018,0.007360904,0.003959683,0.02130806,0.003985583,0.005611923,0.7702877],"category_scores_gemma":[0.03168938,0.001225941,0.001287122,0.005493645,0.002752762,0.005372494,0.007104254,0.005865424,0.8023489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003462334,"about_ca_system_score_gemma":0.006402647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342464,"about_ca_topic_score_gemma":0.002243177,"domain_scores_codex":[0.9914389,0.0007621582,0.0004701754,0.001405624,0.0051021,0.0008210576],"domain_scores_gemma":[0.9771752,0.002378987,0.001345732,0.005587003,0.006874681,0.006638361],"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":[0.00004209657,0.00002982262,0.0001460145,0.0001379657,0.00001183712,0.00006433589,0.00002521475,0.00002337695,0.0004327788,0.004053147,0.9628423,0.03219105],"study_design_scores_gemma":[0.00001222729,0.00001570156,0.0002156902,0.00005114968,0.000005028639,0.00007578748,0.00003499617,0.00006098349,0.0003275058,0.003299745,0.9958916,0.000009511198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001545442,0.008110336,0.004177095,0.03953323,0.139249,0.0004072661,0.01390668,0.00994076,0.7831301],"genre_scores_gemma":[0.0043759,0.002299725,0.0008060253,0.00285827,0.01454819,0.0001336456,0.004479349,0.00282697,0.967672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9786919,"threshold_uncertainty_score":0.3276567,"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."}}