{"id":"W6969149341","doi":"10.5281/zenodo.7973787","title":"Aktuelle Entwicklungen rund um den KDSF und die KFiD","year":2023,"lang":"de","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); European union; Quarter (Canadian coin)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02487692,0.001080355,0.0009627922,0.005539544,0.003179322,0.01232172,0.002883034,0.004681102,0.01146949],"category_scores_gemma":[0.03026582,0.001035005,0.001624534,0.00431901,0.002592397,0.009831332,0.006157624,0.00521501,0.009893816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00902485,"about_ca_system_score_gemma":0.01829221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03647684,"about_ca_topic_score_gemma":0.02579704,"domain_scores_codex":[0.9673417,0.005527153,0.004401515,0.002462713,0.0173665,0.002900461],"domain_scores_gemma":[0.9551423,0.005953859,0.002394811,0.008703584,0.02520754,0.002597905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001269302,0.0006379694,0.02778774,0.001723782,0.0002098478,0.0005316194,0.002667981,0.02530195,0.01625518,0.3214773,0.1449962,0.4571412],"study_design_scores_gemma":[0.00005688541,0.0002006748,0.008211636,0.0009672091,0.00006366175,0.0003950664,0.0007692695,0.006915946,0.01147169,0.03635994,0.9343325,0.0002554504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08204084,0.01261049,0.3918038,0.02833356,0.00585132,0.001388921,0.01549444,0.01309246,0.4493842],"genre_scores_gemma":[0.3899025,0.01414393,0.4224094,0.006840438,0.001349131,0.001570018,0.03943843,0.004960959,0.1193851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03647684,"threshold_uncertainty_score":0.1315633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02743760028478387,"score_gpt":0.2267589994210739,"score_spread":0.19932139913629,"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."}}