{"id":"W3203747282","doi":"10.5195/jmla.2021.1301","title":"International health library associations urge the ICMJE to seek information specialists as peer reviewers for knowledge synthesis publications","year":2021,"lang":"en","type":"article","venue":"Journal of the Medical Library Association JMLA","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Public Health Association","funders":"","keywords":"Medical library; Peer review; Health information; Library science; MEDLINE; World Wide Web; Computer science; Medicine; Health care; Political science","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":[],"category_scores_codex":[0.1887886,0.001750533,0.006117714,0.02056022,0.01267547,0.03170408,0.004700121,0.02646543,0.1390542],"category_scores_gemma":[0.5734288,0.003153074,0.003811474,0.01274889,0.007218257,0.01342306,0.01112966,0.01544484,0.09999729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007209027,"about_ca_system_score_gemma":0.06887647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007075946,"about_ca_topic_score_gemma":0.01819437,"domain_scores_codex":[0.7965747,0.0577077,0.06237732,0.004814921,0.06581168,0.01271363],"domain_scores_gemma":[0.2421396,0.1956099,0.09649988,0.03864495,0.3767934,0.05031227],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001393684,0.00007769769,0.001047226,0.002204756,0.00004653091,0.0001510964,0.0003225545,0.00002123351,0.0001952208,0.001288631,0.966416,0.0280897],"study_design_scores_gemma":[0.0001869709,0.00007324316,0.002623394,0.006268845,0.00008155419,0.0002690951,0.001398582,0.0001995211,0.0003189135,0.003483755,0.9850187,0.00007742316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001365801,0.008100687,0.004866662,0.7181734,0.1664551,0.005594062,0.003087569,0.00126106,0.09109545],"genre_scores_gemma":[0.02448405,0.01461423,0.03142833,0.5879946,0.1152238,0.013592,0.006702485,0.002065199,0.2038954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8112113,"threshold_uncertainty_score":0.9984217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07966505051142159,"score_gpt":0.4578906909824216,"score_spread":0.378225640471,"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."}}