{"id":"W4301176332","doi":"10.2307/42909851","title":"CONTRIBUTORS","year":2012,"lang":"en","type":"article","venue":"Wesley and Methodist Studies","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018586,0.0001633894,0.0003486074,0.00005466494,0.0003047912,0.00001451834,0.00005439396,0.00004033477,0.00002925561],"category_scores_gemma":[0.001440696,0.0001233625,0.0000493076,0.0001422766,0.0002803018,0.0001876998,0.0001406916,0.00009240386,0.000408203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004468071,"about_ca_system_score_gemma":0.000006762074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002030681,"about_ca_topic_score_gemma":0.000008826701,"domain_scores_codex":[0.9987986,0.0002821275,0.0001684285,0.0001630387,0.0001350041,0.0004528153],"domain_scores_gemma":[0.9989398,0.000605079,0.00006915925,0.0001514344,0.00008706778,0.0001475229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002872681,0.0004159492,0.4079973,0.0002691237,0.002133862,0.00001221642,0.03159447,0.000001780243,0.02155194,0.3814973,0.1137907,0.04044816],"study_design_scores_gemma":[0.0009286166,0.00005162782,0.1267324,0.00002398468,0.0002775479,0.00002172847,0.006538535,0.000003485542,0.005790598,0.001650639,0.8575851,0.0003956636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5934994,0.2892407,0.002544127,0.001054133,0.002950644,0.0006909018,0.000279795,0.000715484,0.1090248],"genre_scores_gemma":[0.9900152,0.0007127692,0.007888685,0.0002008398,0.0002979853,0.00003993198,0.000004134829,0.00002565594,0.0008147812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7437944,"threshold_uncertainty_score":0.524676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1814019253261306,"score_gpt":0.4575591942675644,"score_spread":0.2761572689414338,"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."}}