{"id":"W2581059334","doi":"10.1186/s13063-016-1743-0","title":"Review and publication of protocol submissions to Trials – what have we learned in 10 years?","year":2016,"lang":"en","type":"letter","venue":"Trials","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"British Heart Foundation; Cancer Research UK","keywords":"Protocol (science); Medicine; Clinical trial; Publishing; Alternative medicine; Medical education; Medical physics; Pathology","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_broad","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.5515968,0.0004595795,0.01911985,0.00121473,0.00003949762,0.001377234,0.001916863,0.0005425538,0.07641447],"category_scores_gemma":[0.5655565,0.0001854067,0.002754942,0.001278962,0.00005204751,0.0004904036,0.0002123432,0.0003700032,0.004166271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004433052,"about_ca_system_score_gemma":0.0002376819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007873396,"about_ca_topic_score_gemma":0.000006859016,"domain_scores_codex":[0.7557464,0.1706733,0.06223466,0.002803558,0.007887789,0.0006542711],"domain_scores_gemma":[0.9033226,0.0499821,0.03720741,0.006872934,0.002351834,0.0002631442],"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":[0.00001951116,0.00001036724,0.0000103793,0.0009804965,0.0001033009,0.00000185695,0.00005197276,5.198034e-8,0.00003172174,0.00002125191,0.856241,0.1425281],"study_design_scores_gemma":[0.0006595798,0.00004523161,0.00002661833,0.005258112,0.000628835,0.000002166979,0.00002328686,0.00000144692,0.0000219134,0.00293472,0.9902015,0.0001965856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00000281877,0.01322626,0.0001892133,0.7744812,0.000186962,0.2104062,0.00008832747,0.000004820706,0.001414265],"genre_scores_gemma":[0.000004333214,0.01526651,0.001983086,0.3869811,0.003085693,0.2887311,0.00009352274,0.00007791513,0.3037768],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3875001,"threshold_uncertainty_score":0.9996594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9340683205101145,"score_gpt":0.6589292693677636,"score_spread":0.2751390511423508,"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."}}