{"id":"W2811283014","doi":"","title":"Correspondence to “characteristics of reviews published in nursing literature: A methodological review” by Toronto and colleagues","year":2018,"lang":"en","type":"article","venue":"Advances in Nursing Science","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Nursing literature; MEDLINE; Psychology; Medicine; Nursing; Alternative medicine; Political science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07265107,0.001127546,0.003116116,0.03561269,0.00223133,0.005177873,0.001755668,0.00428886,0.02272465],"category_scores_gemma":[0.3746019,0.001495408,0.006152701,0.02894412,0.001812212,0.005405257,0.005072843,0.00207347,0.004242973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00885879,"about_ca_system_score_gemma":0.01864752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007983405,"about_ca_topic_score_gemma":0.02608407,"domain_scores_codex":[0.8877257,0.03742844,0.05111063,0.004221585,0.01661686,0.002896834],"domain_scores_gemma":[0.4606263,0.3389935,0.09300382,0.009736928,0.09185404,0.005785311],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001916582,0.00009348489,0.02120293,0.1100638,0.00372814,0.0003890682,0.002325071,0.0000751909,0.0007170248,0.0009673384,0.7542807,0.1042407],"study_design_scores_gemma":[0.001563942,0.0006542752,0.07368754,0.2339842,0.009534426,0.001761888,0.003492523,0.0001595763,0.002006023,0.001602142,0.6712467,0.0003068919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.01299223,0.5829216,0.002686584,0.2892078,0.06938829,0.004872057,0.03002642,0.0002472819,0.007657837],"genre_scores_gemma":[0.1171697,0.3565934,0.01287349,0.3745094,0.0696804,0.0302736,0.02038193,0.0009978449,0.01752024],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9273489,"threshold_uncertainty_score":0.3842201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04372828092330631,"score_gpt":0.4467765810847665,"score_spread":0.4030483001614601,"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."}}