{"id":"W3004227858","doi":"10.1053/j.jvca.2020.01.034","title":"Publication Challenges, Past, Present, and Future","year":2020,"lang":"en","type":"letter","venue":"Journal of Cardiothoracic and Vascular Anesthesia","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; MEDLINE; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3285117,0.001414562,0.005386437,0.006966922,0.004569628,0.01876211,0.007249457,0.03771091,0.01174452],"category_scores_gemma":[0.623992,0.002381356,0.005116056,0.007421253,0.01199368,0.02663489,0.008755546,0.03567987,0.006136626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008766864,"about_ca_system_score_gemma":0.03044162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003582736,"about_ca_topic_score_gemma":0.01242634,"domain_scores_codex":[0.7905484,0.09932193,0.0468882,0.01258509,0.04635501,0.004301284],"domain_scores_gemma":[0.1969384,0.6352259,0.03778632,0.01885824,0.0915603,0.01963087],"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":[0.0007767632,0.0001051216,0.00287719,0.00619885,0.0009796778,0.000846354,0.0004708994,0.0002101633,0.0002120537,0.02048303,0.8611416,0.1056983],"study_design_scores_gemma":[0.001639622,0.0003179173,0.003709984,0.0191554,0.001747182,0.002318489,0.001750457,0.001800718,0.0003796925,0.1368067,0.8299748,0.0003991423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001401007,0.0181511,0.000419852,0.9570718,0.02351599,0.00001267048,0.0001215461,0.00002645634,0.0005404954],"genre_scores_gemma":[0.007083179,0.03178337,0.004907456,0.7511054,0.2034067,0.000213435,0.0001853708,0.00009203963,0.001222994],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6714883,"threshold_uncertainty_score":0.8280646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4044662369362275,"score_gpt":0.429342547401356,"score_spread":0.0248763104651285,"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."}}