{"id":"W4238404478","doi":"10.1007/s11228-017-0466-z","title":"Preface","year":2017,"lang":"en","type":"article","venue":"Set-Valued and Variational Analysis","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001546457,0.000896498,0.0006603225,0.002648951,0.00209745,0.003321523,0.001171571,0.00102898,0.392541],"category_scores_gemma":[0.01468443,0.0002401723,0.0005017314,0.001675373,0.000600973,0.002354662,0.002045517,0.002820993,0.2543277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002231541,"about_ca_system_score_gemma":0.002427446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003430615,"about_ca_topic_score_gemma":0.005282021,"domain_scores_codex":[0.9990607,0.000158034,0.00005230458,0.0001751765,0.0004775715,0.0000762419],"domain_scores_gemma":[0.9942152,0.0009505753,0.0001909533,0.0005100931,0.003217712,0.0009155042],"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":[0.00002324783,0.00001594001,0.00009215579,0.00007740664,0.000002487122,0.00003325934,0.00004944618,0.00007766634,0.0001009386,0.009130236,0.9508025,0.03959477],"study_design_scores_gemma":[0.000004357628,0.00000748539,0.0001839079,0.0001068858,0.000001985066,0.0000364745,0.00004873301,0.00004503917,0.0001115693,0.006390421,0.9930582,0.000004830028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001707863,0.01783398,0.01619998,0.05802482,0.3136837,0.0005062909,0.01511164,0.00167145,0.5752602],"genre_scores_gemma":[0.008841677,0.005526488,0.004190316,0.009514078,0.03443703,0.0002589058,0.007520824,0.001084861,0.9286258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6074591,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125071355839598,"score_gpt":0.2790753072660079,"score_spread":0.2578245937076119,"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."}}