{"id":"W3175305832","doi":"10.1002/hon.111_2881","title":"PRIORITISATION OF RELEVANT COCHRANE REVIEW TOPICS IN THE FIELD OF HAEMATOLOGY","year":2021,"lang":"en","type":"article","venue":"Hematological Oncology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hematology; Systematic review; Internal medicine; Cochrane Library; MEDLINE; Family medicine; Meta-analysis; Medical education; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03711616,0.0001300481,0.004768278,0.00009382495,0.00002568185,0.00001726154,0.0009504147,0.0002099263,0.006929465],"category_scores_gemma":[0.1256997,0.00005386375,0.0007886574,0.001068847,0.000119217,0.00004041916,0.0001186546,0.0002028375,0.0001431882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001372746,"about_ca_system_score_gemma":0.0001294971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006086945,"about_ca_topic_score_gemma":0.0000827753,"domain_scores_codex":[0.9769613,0.01326175,0.007607429,0.0004654433,0.001531649,0.0001723989],"domain_scores_gemma":[0.971656,0.02252905,0.003154182,0.001749381,0.0008719754,0.00003945789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004010141,0.001217509,0.06478065,0.005543068,0.0001731874,0.002184972,0.001121966,0.000009668788,0.0005090251,0.6409422,0.2101647,0.07331304],"study_design_scores_gemma":[0.001009809,0.0009823153,0.02794752,0.002184968,0.0005705945,0.006209557,0.002036377,0.0006134847,0.002012928,0.1438449,0.8122382,0.0003493668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5038611,0.1605637,0.01338406,0.2301879,0.0008619626,0.002549234,0.00001337327,0.000009626972,0.088569],"genre_scores_gemma":[0.9687866,0.009258973,0.01102164,0.01007815,0.0000373141,0.0000731305,0.000008677272,0.000004680301,0.000730843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6020736,"threshold_uncertainty_score":0.9939783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6114149703872511,"score_gpt":0.5820760624742075,"score_spread":0.02933890791304361,"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."}}