{"id":"W2413466400","doi":"10.3163/1536-5050.104.1.006","title":"Limits of search filter development","year":2016,"lang":"en","type":"article","venue":"Journal of the Medical Library Association JMLA","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Scope (computer science); Relevance (law); Rehabilitation; Filter (signal processing); Scope of practice; MEDLINE; Nursing; Medicine; Computer science; Psychology; Health care; Political science; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[],"category_scores_codex":[0.1674284,0.002735996,0.003958453,0.01402363,0.006061864,0.02256278,0.008471006,0.006339033,0.04414333],"category_scores_gemma":[0.6255207,0.003640054,0.005257412,0.01062032,0.005204325,0.02860981,0.01901453,0.005077878,0.02482532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005079203,"about_ca_system_score_gemma":0.02392025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01515,"about_ca_topic_score_gemma":0.008626319,"domain_scores_codex":[0.7389523,0.1475528,0.03421414,0.01498729,0.0592029,0.00509061],"domain_scores_gemma":[0.3207858,0.510224,0.009837074,0.08039288,0.07566648,0.003093756],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001677083,0.0002924031,0.01008575,0.006100907,0.0006452592,0.0005523665,0.00690642,0.004106541,0.002067746,0.2273514,0.07991699,0.660297],"study_design_scores_gemma":[0.0005300206,0.0004808105,0.003300649,0.006015877,0.0008529786,0.002656984,0.0042219,0.04421055,0.009513913,0.2618344,0.6661247,0.0002571594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01392614,0.007556658,0.8546084,0.01363343,0.002156756,0.005472057,0.005904307,0.01426249,0.0824798],"genre_scores_gemma":[0.1199667,0.003888184,0.8241201,0.006495928,0.0008568719,0.006888565,0.009042654,0.006097351,0.02264367],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8325716,"threshold_uncertainty_score":0.8854566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828561586712819,"score_gpt":0.2807349119265204,"score_spread":0.2624492960593922,"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."}}