{"id":"W3043837008","doi":"10.1016/s1473-3099(20)30585-5","title":"Harmonisation preserves research resources","year":2020,"lang":"en","type":"article","venue":"The Lancet Infectious Diseases","topic":"Research Data Management Practices","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Infection and Immunity; Heinrich-Heine-Universität Düsseldorf; Universidad Europea de Madrid; Universität Basel","keywords":"Computer science; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001410755,0.0001070507,0.0001532088,0.00009741819,0.0005765829,0.00366189,0.003394958,0.00002358589,0.00003890585],"category_scores_gemma":[0.003222196,0.0000736498,0.00005018326,0.001025209,0.000177024,0.00903256,0.001859676,0.0003579771,0.0002635859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003668648,"about_ca_system_score_gemma":0.00006148987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001589541,"about_ca_topic_score_gemma":0.00001936919,"domain_scores_codex":[0.996905,0.001085541,0.0001542431,0.0004461529,0.0009193952,0.0004896129],"domain_scores_gemma":[0.997253,0.001108228,0.00008022088,0.001221349,0.000143961,0.0001932664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001988103,0.0003732942,0.1170688,0.000343823,0.0002480765,0.00009242736,0.003679568,0.0009322187,0.0005553561,0.5571098,0.2929565,0.02644126],"study_design_scores_gemma":[0.0008482303,0.0004035797,0.1327168,0.00002895725,0.00002741271,0.000004864722,0.0002792288,0.01494832,0.0003098865,0.02270744,0.8274422,0.0002830528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3751635,0.003970923,0.09668629,0.3897106,0.0005105674,0.00248434,0.0001048542,0.003707146,0.1276617],"genre_scores_gemma":[0.9953127,0.0008312912,0.0002393137,0.002249234,0.0008750946,0.0001079518,0.00000948072,0.00001184909,0.0003630927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6201492,"threshold_uncertainty_score":0.9973724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2689755402210742,"score_gpt":0.4077977743103459,"score_spread":0.1388222340892717,"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."}}