{"id":"W3120411682","doi":"10.5195/jmla.2021.939","title":"Search methods for prognostic factor systematic reviews: a methodologic investigation","year":2021,"lang":"en","type":"article","venue":"Journal of the Medical Library Association JMLA","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"MEDLINE; Systematic review; Cochrane Library; Information retrieval; Impact factor; Medicine; Meta-analysis; Computer science; Recall; Psychology; 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":[0.6868069,0.003695303,0.009390243,0.04394724,0.003353785,0.01671603,0.00670844,0.007050637,0.01423019],"category_scores_gemma":[0.8923711,0.004408403,0.01392503,0.04631544,0.008957981,0.01417898,0.009569812,0.005439474,0.003024208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0146363,"about_ca_system_score_gemma":0.02977561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003477211,"about_ca_topic_score_gemma":0.005233363,"domain_scores_codex":[0.09886575,0.6906694,0.1535248,0.009123167,0.04639601,0.001420964],"domain_scores_gemma":[0.06716255,0.8028691,0.05674212,0.03745988,0.03510898,0.0006573577],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.004582348,0.0003114422,0.02546931,0.630614,0.03205207,0.0006675061,0.01152004,0.001996452,0.0009940625,0.04111868,0.0236605,0.2270137],"study_design_scores_gemma":[0.008421622,0.002405694,0.01563355,0.6586509,0.06553384,0.002381377,0.006014829,0.009052814,0.004039222,0.06953493,0.1572626,0.001068649],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01746426,0.2461898,0.4696505,0.02457931,0.007126523,0.2126063,0.01021966,0.001833017,0.0103306],"genre_scores_gemma":[0.1442943,0.04407765,0.3954902,0.01237442,0.001104878,0.3982404,0.002199372,0.0008865378,0.001332272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3131931,"threshold_uncertainty_score":0.3862229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8346534798746348,"score_gpt":0.6006942141085104,"score_spread":0.2339592657661244,"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."}}