{"id":"W2531347490","doi":"10.1186/s12916-016-0707-2","title":"Increasing the evidence base in journalology: creating an international best practice journal research network","year":2016,"lang":"en","type":"editorial","venue":"BMC Medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Quality (philosophy); Clinical Practice; Evidence-based medicine; Best practice; Dissemination; Medical education; MEDLINE; Data science; Alternative medicine; Public relations; Computer science; Family medicine; Telecommunications","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","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.7916219,0.0004909592,0.003933482,0.001352005,0.0009636623,0.002108167,0.008056622,0.0005277956,0.01280421],"category_scores_gemma":[0.9373349,0.0001676024,0.000739066,0.00221951,0.0005298441,0.001596423,0.0006248662,0.00400633,0.001108007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004232815,"about_ca_system_score_gemma":0.001778865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000425505,"about_ca_topic_score_gemma":0.0006732754,"domain_scores_codex":[0.6859029,0.2374789,0.02420657,0.002537521,0.0483874,0.001486749],"domain_scores_gemma":[0.2745145,0.6727676,0.0222858,0.00730883,0.02232227,0.0008010438],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001633987,0.00004756443,0.00884767,0.00002956005,0.0001417486,0.0001308355,0.0006637044,0.000066848,0.000009427633,0.0001827287,0.9830288,0.006687754],"study_design_scores_gemma":[0.000510086,0.0003065607,0.0006799439,0.007181481,0.0003490999,0.0005359616,0.00337346,0.001131334,1.476796e-7,0.003179239,0.9825749,0.0001777919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001905764,0.01723102,0.01026733,0.0176752,0.9294295,0.001038671,0.00001379266,0.0000057287,0.02243294],"genre_scores_gemma":[0.002194003,0.004297314,0.007672719,0.0002895106,0.9761868,0.0000392724,0.00001378493,0.00003710364,0.00926949],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4352887,"threshold_uncertainty_score":0.9996697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8505179228659773,"score_gpt":0.668559123639062,"score_spread":0.1819587992269153,"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."}}