{"id":"W3029562454","doi":"10.1016/j.jpeds.2020.02.035","title":"Enhancing Collaboration between Clinician-Researchers and Methodologists in Clinical Research","year":2020,"lang":"en","type":"article","venue":"The Journal of Pediatrics","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Scopus; Transparency (behavior); Medicine; Web of science; MEDLINE; Medical education; Research design; External validity; Data science; Computer science; Psychology; Meta-analysis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8016477,0.003964273,0.01359467,0.02102149,0.006008537,0.03376361,0.008736683,0.01861562,0.00698213],"category_scores_gemma":[0.9133902,0.008920135,0.01149521,0.01209441,0.005971827,0.03860941,0.04683121,0.01659845,0.001869418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008618713,"about_ca_system_score_gemma":0.06859474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002148129,"about_ca_topic_score_gemma":0.005384761,"domain_scores_codex":[0.04357964,0.8848659,0.04679074,0.007786247,0.01583098,0.001146521],"domain_scores_gemma":[0.01541539,0.9199693,0.0227504,0.02035582,0.01837591,0.003133117],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008833999,0.002453166,0.05358921,0.160537,0.07851758,0.0009381037,0.05381044,0.004199196,0.002652106,0.01269652,0.02996873,0.5918039],"study_design_scores_gemma":[0.03486138,0.00718846,0.04803273,0.3401515,0.1145585,0.002460251,0.03228972,0.02732388,0.007497576,0.2725616,0.1110293,0.002045039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04214849,0.2890017,0.4039168,0.2124297,0.01355482,0.02066827,0.001392842,0.001694636,0.01519289],"genre_scores_gemma":[0.2101187,0.0280774,0.6850997,0.04112567,0.004380942,0.02920607,0.0006291586,0.0005178695,0.0008445506],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1983523,"threshold_uncertainty_score":0.2446038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9763326796003098,"score_gpt":0.7375660699833808,"score_spread":0.238766609616929,"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."}}