{"id":"W2941438832","doi":"10.3917/ems.bejib.2018.01.0168","title":"GESS","year":2018,"lang":"de","type":"book-chapter","venue":"EMS Editions eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Musée de la Civilisation","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0005993565,0.001622033,0.001187909,0.001281702,0.001448624,0.0003841823,0.001133768,0.001805204,0.07296986],"category_scores_gemma":[0.0001097452,0.00189079,0.0009337116,0.00005494705,0.003426711,0.0001776705,0.0005160401,0.00201518,0.5912254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006222083,"about_ca_system_score_gemma":0.0005928159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000047969,"about_ca_topic_score_gemma":0.0001329274,"domain_scores_codex":[0.9940128,0.0001137176,0.001348388,0.001709178,0.001493922,0.001322026],"domain_scores_gemma":[0.9939551,0.0002946917,0.001017476,0.002757361,0.00117561,0.0007997896],"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":[0.00005151788,0.00007741035,0.000001501614,0.00007934694,0.0008330343,0.0002182883,0.000862131,9.884665e-7,0.0005374753,0.29018,0.7063613,0.0007970456],"study_design_scores_gemma":[0.0007974262,0.0002880923,0.00002077909,0.001186906,0.001071106,0.0001280267,0.00005679108,0.00001525675,0.0004405402,0.09686037,0.897392,0.001742683],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001477119,0.0004842835,0.000222519,0.0001116817,0.01858982,0.001366989,0.01409836,0.0009811551,0.9639975],"genre_scores_gemma":[0.003473483,0.0000474938,0.0007792106,0.0004661773,0.05927332,0.0002810564,0.003620257,0.0013612,0.9306978],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5182555,"threshold_uncertainty_score":0.9998513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461346013979372,"score_gpt":0.256444673787507,"score_spread":0.2218312136477133,"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."}}