{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005730857,0.001023301,0.0005239704,0.001185592,0.001116144,0.003628001,0.001832411,0.001081735,0.1182543],"category_scores_gemma":[0.001222577,0.0005339256,0.0006358896,0.001015063,0.0006914532,0.00376856,0.003620182,0.001605936,0.07451794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008588609,"about_ca_system_score_gemma":0.001447416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002495873,"about_ca_topic_score_gemma":0.002583049,"domain_scores_codex":[0.9991524,0.00005367176,0.00002846573,0.0002129802,0.0004345064,0.0001179362],"domain_scores_gemma":[0.9995202,0.00004237508,0.00001879858,0.0001649326,0.0002098818,0.00004385451],"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":[0.0001559768,0.0001944939,0.0007468433,0.0003557515,0.00003985964,0.0002137471,0.0006937211,0.002224802,0.02754417,0.2393386,0.1563678,0.5721241],"study_design_scores_gemma":[0.0000161201,0.00005080336,0.0004986806,0.000115025,0.00003861556,0.0003037079,0.0001630508,0.00474417,0.01727229,0.03136249,0.9454081,0.00002689986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005790326,0.0009514544,0.1347253,0.0006918714,0.0008605997,0.0002400729,0.0009051182,0.006701609,0.8491337],"genre_scores_gemma":[0.1004402,0.00152037,0.06833767,0.00126612,0.0003121434,0.000332034,0.003826759,0.003029185,0.8209356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1182543,"threshold_uncertainty_score":0.3956001,"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."}}