{"id":"W6968956923","doi":"10.5281/zenodo.7015772","title":"International RSE Survey 2022","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie","funders":"","keywords":"Data collection; Work (physics)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00260789,0.0009319222,0.0005627681,0.003542089,0.0005654427,0.002052387,0.001078545,0.001204528,0.1809618],"category_scores_gemma":[0.008163967,0.000552531,0.0004691388,0.005359614,0.0002241905,0.001451058,0.001463081,0.001350835,0.2405034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001707751,"about_ca_system_score_gemma":0.004664438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03652471,"about_ca_topic_score_gemma":0.04378592,"domain_scores_codex":[0.9980966,0.0003122437,0.0001389419,0.000198638,0.0009561037,0.0002973818],"domain_scores_gemma":[0.9959927,0.0004733848,0.0002921729,0.0005159612,0.002253958,0.0004717408],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002924254,0.00001089749,0.0003521138,0.00005618609,0.000002678651,0.000006536564,0.000009056635,0.0000422169,0.00004975913,0.000830301,0.991676,0.006934973],"study_design_scores_gemma":[0.00001408558,0.000009483316,0.004229048,0.00004000099,0.000002256691,0.00001701374,0.0000363181,0.00009096289,0.0001365054,0.0003241893,0.9950908,0.000009216078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.001257381,0.0003775997,0.00125243,0.002157512,0.0011395,0.0002418585,0.8241529,0.002148063,0.1672727],"genre_scores_gemma":[0.007272121,0.0006180386,0.002431024,0.001959139,0.0002783245,0.001009678,0.5731527,0.001472182,0.4118067],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9973921,"threshold_uncertainty_score":0.6053774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04476747512493727,"score_gpt":0.2669551010871737,"score_spread":0.2221876259622365,"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."}}