{"id":"W2791395542","doi":"10.14745/ccdr.v43i09a02","title":"Critical Appraisal Toolkit (CAT) for assessing multiple types of evidence","year":2017,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Memorial University of Newfoundland","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Critical appraisal; Agency (philosophy); Process (computing); Test (biology); Psychology; Health care; Management science; Computer science; Medical education; Process management; Applied psychology; Medicine; Alternative medicine; Engineering; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.4329084,0.006881803,0.008627738,0.03755081,0.006330772,0.014672,0.008046357,0.005166773,0.03576355],"category_scores_gemma":[0.6199636,0.005833044,0.01619175,0.02700031,0.006376887,0.01176739,0.01681698,0.01229356,0.01069734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01745682,"about_ca_system_score_gemma":0.09305394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008528277,"about_ca_topic_score_gemma":0.01519141,"domain_scores_codex":[0.4587688,0.3468077,0.151355,0.007184784,0.03352145,0.002362188],"domain_scores_gemma":[0.1055414,0.6936207,0.04364222,0.03575718,0.1161584,0.005280092],"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":[0.001719254,0.0003734355,0.002351185,0.1731241,0.005209716,0.0006661176,0.01180302,0.005128584,0.002394068,0.03658149,0.1807671,0.579882],"study_design_scores_gemma":[0.005188657,0.001026087,0.008246943,0.1891586,0.005417457,0.001475941,0.008566086,0.01897962,0.004580921,0.1273693,0.627888,0.00210243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004260704,0.02161827,0.6729803,0.0193618,0.005064242,0.2142507,0.01777169,0.0208267,0.02386562],"genre_scores_gemma":[0.003833848,0.002747741,0.8991691,0.0005168743,0.0001824554,0.09090693,0.001348653,0.0005357912,0.0007585378],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5670916,"threshold_uncertainty_score":0.699325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4996274546134678,"score_gpt":0.6082461403569751,"score_spread":0.1086186857435073,"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."}}