{"id":"W4246771355","doi":"10.15173/m.v1i36.2337","title":"Contributors","year":2019,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Peer review; Medicine; Political 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000446862,0.00008165416,0.0001072072,0.00003103354,0.0000497756,0.00002245665,0.0003258977,0.00002367663,0.003092058],"category_scores_gemma":[0.0001235831,0.00004691417,0.00004792586,0.0001776924,0.00005523719,0.0000490845,0.00004122559,0.0001059846,0.1836763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007399888,"about_ca_system_score_gemma":0.0001140563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004096937,"about_ca_topic_score_gemma":0.000003666976,"domain_scores_codex":[0.9992786,0.00007732812,0.00009048959,0.0001220998,0.0001800104,0.0002514951],"domain_scores_gemma":[0.9991791,0.0001351809,0.00004677244,0.0005315371,0.00003489896,0.00007248387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001669105,0.0003533493,0.1353756,0.00002671163,0.0002036672,0.000003410453,0.008144411,0.00001227649,0.176945,0.05869154,0.618342,0.001735058],"study_design_scores_gemma":[0.0007136398,0.00004673509,0.06725252,0.00001508245,0.00004078763,0.00001771459,0.001663447,0.00003363748,0.02463595,0.001436978,0.9039031,0.0002403751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795488,0.0001999791,0.000001035376,0.001691754,0.001209679,0.0002856583,0.00001809781,0.0001138209,0.01693123],"genre_scores_gemma":[0.989425,9.260666e-7,0.00002276366,0.0004253384,0.0002061349,0.00001807621,0.000004344016,0.0000390916,0.009858315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2855611,"threshold_uncertainty_score":0.9978192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004109585982113874,"score_gpt":0.2280445565134511,"score_spread":0.2239349705313372,"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."}}