{"id":"W3113511995","doi":"10.1136/bmjopen-2020-041849","title":"Systematic examination of preprint platforms for use in the medical and biomedical sciences setting","year":2020,"lang":"en","type":"review","venue":"BMJ Open","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"Canadian Institutes of Health Research; European Commission; Chan Zuckerberg Initiative; Wellcome Trust; Medical Research Council; Wellcome; Simons Foundation; Howard Hughes Medical Institute","keywords":"Preprint; Medicine; MEDLINE; Medical education; Family medicine; Medical physics; World Wide Web","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":["metaresearch","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.04667883,0.0007140056,0.002349619,0.02397915,0.001339585,0.005017787,0.001746148,0.00142938,0.005464559],"category_scores_gemma":[0.2601525,0.0007853437,0.002665363,0.02204305,0.001907464,0.005788959,0.004322369,0.001079621,0.001000389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002879317,"about_ca_system_score_gemma":0.01932314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002404971,"about_ca_topic_score_gemma":0.00573397,"domain_scores_codex":[0.9362471,0.02632192,0.02213611,0.002586184,0.0117118,0.0009968397],"domain_scores_gemma":[0.6127715,0.2734872,0.07405878,0.009655139,0.02676041,0.003266918],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001052985,0.00007278522,0.03148081,0.6244274,0.002532325,0.0007802041,0.009581527,0.0001409688,0.001611296,0.002773362,0.01550209,0.3100442],"study_design_scores_gemma":[0.0002831505,0.0005553755,0.08550964,0.6932552,0.00703689,0.001897314,0.01057324,0.0001828037,0.001390983,0.001556611,0.1976041,0.000154615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08249792,0.8777497,0.005925929,0.004602313,0.001549305,0.004705576,0.01277746,0.0003221647,0.009869557],"genre_scores_gemma":[0.3099737,0.6386609,0.02481913,0.004297058,0.0009431843,0.00972819,0.009309926,0.0003663764,0.001901489],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9982539,"threshold_uncertainty_score":0.2468642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4646392817098927,"score_gpt":0.5696214442396014,"score_spread":0.1049821625297087,"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."}}