{"id":"W2166596803","doi":"10.1038/sj.embor.embor833","title":"The way we write","year":2003,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children’s Health Research Institute","funders":"","keywords":"Computer science; Computational biology; Business; Biology","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":[0.009618727,0.0006495744,0.0005238056,0.002165884,0.003972147,0.01801475,0.001540821,0.003422271,0.04219594],"category_scores_gemma":[0.03532046,0.0005141599,0.0007194918,0.001993235,0.01045605,0.01662414,0.005247218,0.009471844,0.03975534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002226681,"about_ca_system_score_gemma":0.00665009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004237459,"about_ca_topic_score_gemma":0.004446186,"domain_scores_codex":[0.9880165,0.005975527,0.0009431607,0.001382589,0.002977475,0.0007046632],"domain_scores_gemma":[0.9767962,0.005545729,0.002431846,0.004765284,0.007830936,0.002630098],"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":[0.0000381563,0.0000193795,0.0005034829,0.0001389011,0.00002697175,0.0001445869,0.00741483,0.000044416,0.0005882854,0.4153495,0.534766,0.04096554],"study_design_scores_gemma":[0.000004183267,0.000004259409,0.0001208117,0.00007118642,0.000006024467,0.00007459439,0.00170737,0.00002567479,0.0001644537,0.03036363,0.9674478,0.00001012668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.003488165,0.009426213,0.0409875,0.4091729,0.06959624,0.0001500429,0.001838688,0.001652601,0.4636876],"genre_scores_gemma":[0.09470174,0.00931938,0.03867692,0.1013031,0.01717232,0.0004789478,0.002427293,0.002819095,0.7331012],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04219594,"threshold_uncertainty_score":0.1411595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0130134833654184,"score_gpt":0.2606692196357895,"score_spread":0.2476557362703711,"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."}}