{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.1928515,0.000230334,0.002039696,0.001808994,0.0002155203,0.001601666,0.001085195,0.0002094288,0.01605992],"category_scores_gemma":[0.02368862,0.0001237626,0.001546787,0.007747667,0.0002049077,0.0003932409,0.00005562993,0.001192395,0.02001097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005781506,"about_ca_system_score_gemma":0.0003478367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002794814,"about_ca_topic_score_gemma":0.00493363,"domain_scores_codex":[0.9615746,0.02254008,0.009960902,0.00136446,0.004106933,0.0004530879],"domain_scores_gemma":[0.9714603,0.02422299,0.0004006157,0.00261175,0.00106414,0.0002401983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008742082,0.0005000374,0.1062677,0.00008250257,0.0003924115,0.00006280877,0.001974658,0.0001335752,0.00006957509,0.05600118,0.268738,0.5657688],"study_design_scores_gemma":[0.0002145548,0.0001705733,0.03941036,0.00007076824,0.00006885142,0.0000205744,0.00212066,0.006320449,0.000003925413,0.0171209,0.9343153,0.0001631232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6755351,0.004959092,0.1028574,0.01219697,0.00408511,0.002186221,0.00004561561,0.0001114306,0.198023],"genre_scores_gemma":[0.9750885,0.0001241389,0.0003784738,0.0003828736,0.0002580185,0.0001059427,0.000007020471,0.00001994545,0.02363512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6655772,"threshold_uncertainty_score":0.9994348,"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."}}