{"id":"W7164358749","doi":"10.1184/r1/32632413","title":"Conduct and reporting of search methods: An assessment of Campbell Collaboration systematic reviews","year":2023,"lang":"","type":"other","venue":"KiltHub Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systematic review; Transparency (behavior); Grey literature; Quality (philosophy); Best practice; Peer review","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","metaepi_narrow"],"consensus_categories":["metaresearch","metaepi_narrow"],"category_scores_codex":[0.05546415,0.00136955,0.009456621,0.001593485,0.0003532627,0.0002392488,0.000760228,0.001127009,0.0001637828],"category_scores_gemma":[0.01382698,0.001232922,0.0006493822,0.002800126,0.0008722608,0.0006089928,0.0004472345,0.00102059,0.00009164465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001334235,"about_ca_system_score_gemma":0.003324178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008093122,"about_ca_topic_score_gemma":0.0003624189,"domain_scores_codex":[0.9485543,0.02614843,0.01974337,0.002272769,0.002377238,0.0009038543],"domain_scores_gemma":[0.9323596,0.00233534,0.05827289,0.003936674,0.002566351,0.0005291586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006361627,0.000557446,0.004145889,0.4755069,0.001668478,0.0001992524,0.004000531,0.0001085987,0.5097183,0.0003421412,0.00303247,0.0006564301],"study_design_scores_gemma":[0.004344032,0.006432131,0.01203555,0.6699236,0.0181904,0.00235604,0.03391665,0.02204935,0.2055721,0.0001404062,0.01844247,0.006597318],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1295466,0.3260374,0.007939438,0.0001152219,0.02303951,0.1460906,0.0009930251,0.002514314,0.3637239],"genre_scores_gemma":[0.1729865,0.01591719,0.4514396,0.00004264598,0.002819323,0.004866277,0.0002999638,0.01326323,0.3383652],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4435002,"threshold_uncertainty_score":0.9999055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2293740249429666,"score_gpt":0.5319975675806443,"score_spread":0.3026235426376777,"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."}}