{"id":"W2626428064","doi":"10.7326/m17-1295","title":"Computer-Aided Systematic Review Screening Comes of Age","year":2017,"lang":"en","type":"letter","venue":"Annals of Internal Medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Guideline; Systematic review; Clinical Practice; Osteoporosis; MEDLINE; Medical physics; Family medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.2854639,0.00462798,0.01996722,0.06842341,0.003954701,0.02460874,0.009873113,0.01007685,0.1317853],"category_scores_gemma":[0.7453693,0.005435961,0.01260267,0.04228706,0.004209933,0.01791472,0.01008963,0.0072477,0.02421616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01322097,"about_ca_system_score_gemma":0.04386128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004818733,"about_ca_topic_score_gemma":0.01430108,"domain_scores_codex":[0.5666407,0.1951512,0.1454346,0.01274043,0.07674023,0.003292896],"domain_scores_gemma":[0.131341,0.4870602,0.1364684,0.02846244,0.2110741,0.005593883],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003344229,0.00003181012,0.0005022519,0.2008074,0.002155344,0.0001461037,0.0006332677,0.0001521644,0.0001720797,0.00205532,0.7423735,0.05063639],"study_design_scores_gemma":[0.001564724,0.0001664079,0.00147826,0.3711911,0.00408222,0.0002940304,0.0006220802,0.0006703858,0.0003571747,0.009059164,0.6101567,0.0003576509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.001285228,0.3312787,0.02250768,0.1980622,0.2773679,0.04672902,0.08056576,0.00722196,0.03498167],"genre_scores_gemma":[0.03129036,0.2887667,0.1125599,0.1705372,0.1861272,0.1311322,0.03822844,0.005090441,0.03626755],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7145361,"threshold_uncertainty_score":0.8811502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7860684553190341,"score_gpt":0.5666607236419421,"score_spread":0.219407731677092,"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."}}