{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.8230067,0.0005845067,0.01196092,0.001973991,0.0003637895,0.0004227953,0.006216378,0.0002628207,0.03734447],"category_scores_gemma":[0.7144439,0.000286028,0.002755699,0.006820262,0.0004776928,0.0004268827,0.00104175,0.0008490966,0.001387873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000132921,"about_ca_system_score_gemma":0.0003839016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002514741,"about_ca_topic_score_gemma":0.00001235992,"domain_scores_codex":[0.46301,0.484342,0.02398653,0.002516564,0.02463599,0.001508877],"domain_scores_gemma":[0.4070384,0.5341371,0.01696081,0.02228908,0.01782305,0.001751556],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007192569,0.001060818,0.002761544,0.5579173,0.005028165,0.00009574865,0.007325751,0.00002146734,0.005016879,0.01015242,0.05164487,0.3589031],"study_design_scores_gemma":[0.001570189,0.001059519,0.002667707,0.3400083,0.01471138,0.0006544775,0.04270287,0.1101246,0.1702643,0.2855899,0.02647273,0.00417407],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007246165,0.03075789,0.9363666,0.0008550035,0.0001550972,0.005419478,0.0000587502,0.00003168704,0.02563094],"genre_scores_gemma":[0.02869909,0.001945567,0.9640691,0.0002844632,0.0001426361,0.001371055,0.000009493078,0.00008074628,0.003397811],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.354729,"threshold_uncertainty_score":0.9999592,"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."}}