{"id":"W4390948456","doi":"10.1136/sextrans-2023-056038","title":"Research news in clinical context","year":2024,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lawson Foundation","funders":"","keywords":"Medicine; Context (archaeology); Data science; World Wide Web; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04925719,0.002421806,0.005591598,0.007233634,0.002585686,0.020846,0.004759074,0.03506919,0.05377322],"category_scores_gemma":[0.246691,0.002584361,0.004222468,0.006357838,0.006984908,0.01454248,0.006218764,0.04893927,0.03186501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005795934,"about_ca_system_score_gemma":0.01462804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002407554,"about_ca_topic_score_gemma":0.00418677,"domain_scores_codex":[0.95423,0.01792126,0.008928377,0.004102498,0.01263692,0.002180974],"domain_scores_gemma":[0.6587387,0.1966225,0.02423178,0.01409495,0.07902048,0.02729171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001435107,0.00002039001,0.00008465728,0.00212214,0.0001211649,0.0001060103,0.00003900157,0.00002521108,0.0000599759,0.002545665,0.969229,0.02550321],"study_design_scores_gemma":[0.0003224029,0.00009846405,0.0003435494,0.00631206,0.000199025,0.0002393517,0.0001728789,0.00007329848,0.00007497898,0.006720008,0.9853913,0.0000526925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00004678327,0.06721236,0.0002443563,0.4807301,0.4480779,0.00002655902,0.0002218617,0.00007034677,0.003369695],"genre_scores_gemma":[0.001318306,0.04998182,0.0007745333,0.3773344,0.5646417,0.0001073522,0.0002053258,0.0001308311,0.005505786],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05377322,"threshold_uncertainty_score":0.2605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7612921635290985,"score_gpt":0.6125803311010494,"score_spread":0.1487118324280491,"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."}}