{"id":"W1880888842","doi":"10.4212/cjhp.v59i3.240","title":"Value of Peer Review in Publishing","year":2006,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Audience measurement; Presentation (obstetrics); Technical peer review; Publishing; Peer review; Blinding; Computer science; Psychology; Medical education; Medicine; MEDLINE; Advertising; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.4446265,0.002886284,0.008240076,0.01479648,0.01386618,0.09657083,0.0115171,0.03002166,0.02009903],"category_scores_gemma":[0.751757,0.003016329,0.002930656,0.01311885,0.05424497,0.05383297,0.02817959,0.03790154,0.02286923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01681246,"about_ca_system_score_gemma":0.08183506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001919444,"about_ca_topic_score_gemma":0.002142004,"domain_scores_codex":[0.3131695,0.4013161,0.0522005,0.02531407,0.2001523,0.00784754],"domain_scores_gemma":[0.09784995,0.5456915,0.0386599,0.08162306,0.2013139,0.03486171],"domain_codex":"methods","domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002246355,0.0001503802,0.001106501,0.008483285,0.0004507442,0.000786883,0.01009198,0.001117528,0.0004277572,0.2838044,0.3436139,0.349742],"study_design_scores_gemma":[0.0001396328,0.000182427,0.0009861212,0.01092352,0.0001280462,0.00105371,0.00210135,0.0009099002,0.000446198,0.2111983,0.7716869,0.0002438164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001490853,0.1279677,0.07406497,0.5011582,0.1808274,0.001445868,0.0002656677,0.002061242,0.1107181],"genre_scores_gemma":[0.1527165,0.2006701,0.144062,0.1297958,0.3069563,0.004227547,0.0007013763,0.004636728,0.0562336],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5553735,"threshold_uncertainty_score":0.6848744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030179294398734,"score_gpt":0.4199415057319293,"score_spread":0.3169235762920559,"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."}}