{"id":"W6908790757","doi":"10.3205/25ebm031","title":"A network meta-analysis using individual participant data – methodological approach and experiences gained","year":2025,"lang":"en","type":"article","venue":"German Medical Science (German Research Foundation)","topic":"Asian Studies and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cochrane","funders":"Bundesministerium für Bildung und Forschung","keywords":"Data collection; Participant observation; Covariate; Qualitative research","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","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.05181737,0.0001733161,0.0007737411,0.0005921141,0.006561449,0.0006440326,0.002674049,0.0001535676,0.002039787],"category_scores_gemma":[0.007338882,0.0001284561,0.0001642145,0.006587602,0.01406675,0.0008902095,0.002290272,0.0005682602,0.0000230598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001867848,"about_ca_system_score_gemma":0.002329455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292378,"about_ca_topic_score_gemma":0.00113442,"domain_scores_codex":[0.9893402,0.002941475,0.0005378452,0.00113442,0.004648829,0.001397226],"domain_scores_gemma":[0.9961693,0.001770934,0.0001315597,0.0007969152,0.0003895577,0.0007417588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007915981,0.0005061277,0.001156074,0.00007270453,0.02285277,0.00007925129,0.1503656,0.00007291319,0.00003624428,0.7722159,0.01793974,0.03462355],"study_design_scores_gemma":[0.001004359,0.0002157269,0.01529496,0.000048691,0.06632344,0.00001313367,0.4408986,0.0743234,0.00001121737,0.0291813,0.3711808,0.001504432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3410855,0.02664071,0.1719498,0.07611866,0.002619846,0.005419538,0.00006883249,0.0007281669,0.375369],"genre_scores_gemma":[0.9867324,0.0001259621,0.01093901,0.000658189,0.0003720738,0.0001545055,0.00003261576,0.000006101393,0.0009791347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7430346,"threshold_uncertainty_score":0.9988725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8050617987923626,"score_gpt":0.6091847777084005,"score_spread":0.1958770210839621,"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."}}