{"id":"W7015923677","doi":"","title":"Transdisciplinary Working for Environmental Research: Case of an R&D Performing Organisation from Latvia","year":2017,"lang":"en","type":"article","venue":"Science","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transdisciplinarity; Excellence; Diversity (politics); Resource (disambiguation); Natural resource; Natural (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009948703,0.00008779844,0.0001457491,0.0003510693,0.004683508,0.001039736,0.001893747,0.00005084985,0.0002764975],"category_scores_gemma":[0.001447725,0.0000682747,0.00004962269,0.0004539871,0.001742441,0.002397183,0.0005241879,0.0001583658,0.00007525295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182734,"about_ca_system_score_gemma":0.0003182408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002809938,"about_ca_topic_score_gemma":0.001295154,"domain_scores_codex":[0.9964812,0.0001403705,0.0003651162,0.0006282663,0.001955015,0.0004300594],"domain_scores_gemma":[0.9975891,0.0005712556,0.0001518006,0.00118855,0.0003011626,0.0001981155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005465524,0.0002561978,0.01490465,0.000006743291,0.000007660819,0.0001145296,0.04798766,0.0001124072,0.6730973,0.001170793,0.0001552392,0.2616403],"study_design_scores_gemma":[0.001840537,0.002144026,0.2076194,0.0001152933,0.00001911581,0.0002236006,0.1809325,0.1016031,0.264303,0.236902,0.00364008,0.0006573069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953351,0.00002621772,0.001649972,0.0004971231,0.0002681929,0.0003439963,0.00007442114,0.000008221072,0.001796726],"genre_scores_gemma":[0.9953808,0.000001741019,0.003702407,0.000005680568,0.0001732693,0.00001996284,0.000008863107,0.000007307442,0.0006999543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4087942,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4240462677418396,"score_gpt":0.5450895335463645,"score_spread":0.1210432658045248,"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."}}