{"id":"W2017350454","doi":"10.1002/jrsm.40","title":"Inquisitio validus Index Medicus: A simple method of validating MEDLINE systematic review searches","year":2011,"lang":"en","type":"article","venue":"Research Synthesis Methods","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario","funders":"Agency for Healthcare Research and Quality","keywords":"MEDLINE; Recall; Systematic review; Computer science; Information retrieval; Medicine; Psychology","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":[0.5699036,0.004201286,0.008866744,0.04983553,0.003718211,0.01026995,0.005986206,0.003873265,0.01406722],"category_scores_gemma":[0.8940308,0.004566465,0.009624526,0.03397547,0.005161359,0.00703901,0.01048759,0.004031536,0.00395192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005556432,"about_ca_system_score_gemma":0.02587367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002243634,"about_ca_topic_score_gemma":0.004371438,"domain_scores_codex":[0.2228114,0.4880896,0.2256603,0.01057304,0.05145925,0.00140654],"domain_scores_gemma":[0.06698544,0.6856759,0.07217278,0.08653434,0.08763672,0.0009948362],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005543896,0.0007308246,0.025952,0.2184591,0.01112406,0.001136904,0.01901874,0.003635891,0.007726069,0.02371088,0.07676864,0.6061931],"study_design_scores_gemma":[0.01388394,0.007307962,0.068853,0.1497224,0.02691781,0.003745032,0.005973747,0.02542174,0.02504016,0.05302934,0.6167323,0.003372569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04102596,0.02500125,0.5493502,0.01402086,0.008610488,0.3002932,0.03179891,0.006415636,0.02348354],"genre_scores_gemma":[0.04586716,0.002647581,0.6512964,0.001986263,0.0007824106,0.2915539,0.003705534,0.0006405071,0.001520212],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4300964,"threshold_uncertainty_score":0.5303855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9475219294562043,"score_gpt":0.7096902073900373,"score_spread":0.237831722066167,"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."}}