{"id":"W6906701185","doi":"10.17632/jyzb8xmdhj","title":"Stenert_et_al_GCB_gcb.15367_Data_repository","year":2020,"lang":"en","type":"dataset","venue":"Mendeley Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wetland; Temperate climate; Subtropics; Habitat; STREAMS; Invertebrate","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":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.0009303731,0.001234407,0.001341458,0.0003917942,0.0002559045,0.0005071012,0.01433976,0.0007489878,0.001876454],"category_scores_gemma":[0.0008581806,0.001210082,0.0001587853,0.0008448869,0.0002393478,0.001264664,0.01377007,0.001952069,0.1645779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003185364,"about_ca_system_score_gemma":0.0007573341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001290639,"about_ca_topic_score_gemma":0.0009479923,"domain_scores_codex":[0.9920753,0.0004998936,0.001159786,0.003258895,0.001905071,0.001101066],"domain_scores_gemma":[0.98191,0.000184089,0.0007927848,0.01621981,0.0001337454,0.0007594898],"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":[0.0001306088,0.0002113911,0.000001723319,0.0003155616,0.0005255293,0.0008028506,0.000007206472,0.000001634587,0.0001578806,0.000005855793,0.9969051,0.0009346505],"study_design_scores_gemma":[0.000636943,0.0001020721,0.000008047886,0.0001633699,0.0008120993,0.0001119271,0.00002316388,0.0001744303,0.00003964399,0.00001442147,0.9966222,0.001291675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[5.946658e-7,0.000697475,0.00001896622,0.0002186541,0.001947324,0.0007059422,0.9953386,0.0005216488,0.0005507956],"genre_scores_gemma":[0.000001940863,0.0006768862,0.0006494254,0.0009949453,0.002845989,0.00006617573,0.9940011,0.0003112596,0.0004523092],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1627014,"threshold_uncertainty_score":0.999036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319301700998803,"score_gpt":0.3302816874324855,"score_spread":0.1983515173326052,"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."}}