{"id":"W2912256590","doi":"10.1136/bmj.l556","title":"Publicising trial results before peer review","year":2019,"lang":"en","type":"editorial","venue":"BMJ","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology; Peer review; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"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","metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.08658778,0.0005127841,0.001760136,0.0005186937,0.000226376,0.005648855,0.009663375,0.002307746,0.0006305462],"category_scores_gemma":[0.6624588,0.0003377266,0.000606942,0.001651168,0.0001029099,0.002855994,0.00144875,0.003481477,0.004252509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002067913,"about_ca_system_score_gemma":0.002583638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001724561,"about_ca_topic_score_gemma":0.00004386498,"domain_scores_codex":[0.9710891,0.001033854,0.003923242,0.001891967,0.02132031,0.000741542],"domain_scores_gemma":[0.963226,0.01689274,0.005117815,0.004745195,0.009544777,0.0004734717],"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":[0.001696689,0.00001772643,0.000003826113,0.00007934641,0.00002421425,0.000008985193,0.00007386055,9.459745e-7,3.067482e-8,0.00003967564,0.97167,0.02638471],"study_design_scores_gemma":[0.009232664,0.0001137733,0.000007773423,0.001857164,0.00006024238,0.000003146401,0.00003797222,0.00001673009,2.914637e-7,0.001934962,0.9863278,0.0004074981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000009130963,0.002483214,0.00003175815,0.06008172,0.8072116,0.001670967,0.0008303765,0.00008259569,0.1275986],"genre_scores_gemma":[0.00001184911,0.0003672934,0.0001182023,0.00101589,0.670386,0.00005098659,0.001035173,0.0000418545,0.3269727],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.575871,"threshold_uncertainty_score":0.9999075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456601780369862,"score_gpt":0.490800883320082,"score_spread":0.3451407052830958,"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."}}