{"id":"W2996315232","doi":"10.1126/science.366.6472.1433","title":"Rude reviews are pervasive and sometimes harmful, study finds","year":2019,"lang":"en","type":"article","venue":"Science","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Internet privacy; Data science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03818764,0.0004264452,0.0005847804,0.00516286,0.002803309,0.004946704,0.001166672,0.0026884,0.01403334],"category_scores_gemma":[0.4092834,0.0005519371,0.0005652566,0.005375979,0.002452687,0.006249771,0.002716134,0.002729579,0.00451973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002527151,"about_ca_system_score_gemma":0.005132777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002806788,"about_ca_topic_score_gemma":0.007344035,"domain_scores_codex":[0.9216525,0.03201988,0.007705784,0.003734757,0.0331588,0.001728277],"domain_scores_gemma":[0.3397216,0.4514604,0.1281947,0.01913002,0.05421388,0.007279429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004194347,0.0001276462,0.06648983,0.009216975,0.0003635216,0.00142152,0.03147027,0.0002263855,0.003213315,0.02146771,0.6207876,0.2447959],"study_design_scores_gemma":[0.00004723429,0.0001441063,0.07015682,0.005120613,0.0001869118,0.001426948,0.02481957,0.0002140753,0.002331832,0.008411477,0.8870379,0.0001024553],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2713985,0.06195912,0.009347892,0.3180494,0.01199876,0.0007031878,0.0102937,0.001316181,0.3149333],"genre_scores_gemma":[0.7297864,0.03611375,0.007387924,0.1642621,0.0113109,0.0006487372,0.003071687,0.001114471,0.04630408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03818764,"threshold_uncertainty_score":0.2019579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02392367975746796,"score_gpt":0.4054051273042389,"score_spread":0.3814814475467709,"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."}}