{"id":"W4233276102","doi":"10.1287/opre.1120.1043","title":"Contributors","year":2012,"lang":"en","type":"article","venue":"Operations Research","topic":"Risk and Portfolio Optimization","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001300012,0.001001668,0.0008727026,0.002166968,0.002402184,0.005566065,0.001828989,0.002300814,0.5806832],"category_scores_gemma":[0.008001484,0.000351936,0.0006271391,0.002247969,0.0005817764,0.004784336,0.003398317,0.001942763,0.4051156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075098,"about_ca_system_score_gemma":0.002723229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001938399,"about_ca_topic_score_gemma":0.002680704,"domain_scores_codex":[0.9983799,0.0002037256,0.00009653567,0.0003602734,0.0007497967,0.0002097528],"domain_scores_gemma":[0.9948612,0.0004786072,0.000142073,0.0004627021,0.002957589,0.001097867],"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":[0.00001868734,0.00001359266,0.0001377496,0.00006863772,0.000002334968,0.00004096908,0.00007720399,0.00005143552,0.0000975641,0.007038654,0.9403719,0.05208119],"study_design_scores_gemma":[0.000002476078,0.000004635713,0.0001294938,0.00005080095,0.000001107547,0.00004666748,0.00007654879,0.00002783811,0.0000415443,0.001356177,0.9982598,0.000003006169],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001871055,0.01079071,0.004856125,0.04072686,0.06125749,0.0003565656,0.007211968,0.001975207,0.870954],"genre_scores_gemma":[0.005235811,0.004644869,0.001436844,0.004733031,0.005358048,0.0001281663,0.0037831,0.0005782195,0.9741019],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4193168,"threshold_uncertainty_score":0.5981045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.508454706314146,"score_gpt":0.5965897875985019,"score_spread":0.08813508128435588,"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."}}