{"id":"W4246339219","doi":"10.1007/978-3-662-46400-7_12","title":"Optimierung","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":[0.001154203,0.002459032,0.001235889,0.00131437,0.0008033622,0.004107984,0.00141343,0.001034759,0.05849267],"category_scores_gemma":[0.002731185,0.001030968,0.00170116,0.001193844,0.001529587,0.003853284,0.003008416,0.00417683,0.04348285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001396407,"about_ca_system_score_gemma":0.0009587608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138801,"about_ca_topic_score_gemma":0.00100842,"domain_scores_codex":[0.9985929,0.0002462407,0.00008558988,0.0003576843,0.0005815251,0.0001360716],"domain_scores_gemma":[0.9994597,0.0001619233,0.00002899304,0.0002312132,0.00009623888,0.0000219375],"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":[0.0001906609,0.00009440884,0.0002787242,0.0006660192,0.0001582067,0.00008631791,0.0001883171,0.02328963,0.004477179,0.5270082,0.06550562,0.3780567],"study_design_scores_gemma":[0.00007038064,0.00009304618,0.0004551817,0.0002731257,0.0001074011,0.000298415,0.00007795414,0.04548364,0.01098739,0.6430351,0.2990444,0.00007405494],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008552908,0.008886169,0.5083089,0.001904795,0.001621388,0.0001694187,0.00268983,0.007640071,0.4602265],"genre_scores_gemma":[0.2139217,0.0160514,0.3066191,0.001732058,0.001465905,0.0005689155,0.008536355,0.006675578,0.4444289],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05849267,"threshold_uncertainty_score":0.1956775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04768478647486523,"score_gpt":0.2444028512667086,"score_spread":0.1967180647918434,"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."}}