{"id":"W4379197641","doi":"10.1186/s13643-023-02210-8","title":"Factors associated with successful publication for systematic review protocol registration: an analysis of 397 registered protocols","year":2023,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Publication bias; Meta-analysis; Protocol (science); Meta-regression; Index (typography); MEDLINE; Systematic review; Family medicine; Alternative medicine; Internal medicine; Pathology; 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","metaepi_broad","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3261749,0.0009973934,0.02756245,0.001777615,0.0002811237,0.001500328,0.004258052,0.0002166007,0.001219297],"category_scores_gemma":[0.3325776,0.0003826656,0.005897982,0.01727214,0.0001056541,0.001049103,0.0001010199,0.0001638283,0.0005054726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000173294,"about_ca_system_score_gemma":0.0002123645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009031289,"about_ca_topic_score_gemma":0.0001904859,"domain_scores_codex":[0.8987715,0.04692386,0.04341727,0.001966222,0.008350119,0.0005710268],"domain_scores_gemma":[0.8955263,0.01117768,0.07169485,0.01358228,0.007662507,0.0003563096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00000585033,0.0001249036,0.002063489,0.9746039,0.002450108,7.658128e-7,0.0003514931,0.00002156512,0.000006946867,0.001158428,0.0191862,0.00002633587],"study_design_scores_gemma":[0.0009924069,0.0006635608,0.002645371,0.9114812,0.03673394,0.000007477085,0.001659589,0.03024901,0.00002183272,0.0006385797,0.01360559,0.001301477],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002382876,0.000499848,0.0136531,0.0003366786,0.00004477924,0.9840224,0.0001182721,0.00006777627,0.001018827],"genre_scores_gemma":[0.003080461,0.00001944539,0.0005168235,0.0001897154,0.00002998892,0.987047,0.0004941621,0.00005118535,0.00857125],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06312273,"threshold_uncertainty_score":0.9998626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7919368550345213,"score_gpt":0.5803381230026791,"score_spread":0.2115987320318422,"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."}}