{"id":"W4413161308","doi":"10.24908/ijesjp.v12i1.19534","title":"Reflections on the 2024 ESJP review process: Graham","year":2025,"lang":"en","type":"article","venue":"International Journal of Engineering Social Justice and Peace","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Computer science; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0936682,0.00161099,0.002246737,0.004525095,0.008906908,0.02227111,0.005371027,0.05158592,0.03085092],"category_scores_gemma":[0.2461024,0.001729691,0.003260453,0.003898783,0.01015573,0.01705446,0.0131642,0.03761623,0.01560811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02256093,"about_ca_system_score_gemma":0.05675738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01534379,"about_ca_topic_score_gemma":0.02480516,"domain_scores_codex":[0.9407433,0.02273298,0.005754628,0.004242151,0.0210638,0.005463167],"domain_scores_gemma":[0.785993,0.07943461,0.009411083,0.006847921,0.09331535,0.02499794],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002427472,0.00001097503,0.00006513808,0.0004116308,0.000008188902,0.0002387948,0.0005499096,0.00002239461,0.00006855313,0.001942856,0.9904271,0.006229988],"study_design_scores_gemma":[0.00001383134,0.00001134219,0.0001805619,0.0007838886,0.000007314648,0.0001155983,0.0006701445,0.00001876145,0.00004288419,0.0009281785,0.9972045,0.00002300336],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001437828,0.007848741,0.0001876083,0.8946388,0.09386451,0.0001416156,0.00006945904,0.0000464344,0.003059109],"genre_scores_gemma":[0.002689718,0.007861714,0.0006724961,0.8989537,0.06105969,0.0006010028,0.00009431181,0.0001322748,0.02793518],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9063318,"threshold_uncertainty_score":0.4953707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02287089211468212,"score_gpt":0.3943099080719802,"score_spread":0.3714390159572981,"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."}}