{"id":"W4243518149","doi":"10.1007/978-3-662-46400-7_11","title":"Integration","year":2015,"lang":"de","type":"book-chapter","venue":"","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001394731,0.0002747254,0.0002269116,0.0001069223,0.00002772256,0.00007730607,0.0001546302,0.0001536469,0.001402964],"category_scores_gemma":[0.00002426158,0.0002581558,0.00009225457,0.0000312071,0.00003392145,0.0001128107,0.00005664666,0.0003921223,0.00791654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001474782,"about_ca_system_score_gemma":0.00002937963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001946308,"about_ca_topic_score_gemma":0.000007913158,"domain_scores_codex":[0.9989924,0.000003227501,0.000203816,0.0001795159,0.0003262505,0.0002947537],"domain_scores_gemma":[0.9992861,0.00002859255,0.00001723917,0.0002965103,0.0001197774,0.0002517936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007886162,0.0000131236,9.688034e-7,0.00009097841,0.0002115619,0.00002239583,0.0001136216,0.03155052,0.01008837,0.7286694,0.02493787,0.2042933],"study_design_scores_gemma":[0.0002500956,0.00009741854,0.00001652102,0.0002356759,0.0000470134,0.000002727751,0.00001576172,0.3262364,0.001576201,0.3070024,0.3638851,0.0006347199],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001040919,0.00245131,0.01453787,0.000126788,0.0006769259,0.000183911,0.00003317643,0.0004049333,0.9805441],"genre_scores_gemma":[0.9228492,0.001100156,0.002258748,0.00001741503,0.001095628,0.00001242969,0.0001294531,0.0001897354,0.07234724],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9218083,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04713396710595159,"score_gpt":0.2481521180888705,"score_spread":0.2010181509829189,"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."}}