{"id":"W4401235212","doi":"10.21236/ad1166431","title":"Final Report of DEVCOM ARL Director’s Future Ventures (FY21): Novel AI Decision Aids for Decision Dynamics, Deception, and Game Theory (Summary Technical Report, Oct 2020–Sep 2021)","year":2022,"lang":"en","type":"report","venue":"","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"General Dynamics (Canada)","funders":"","keywords":"Deception; Operations research; Dynamics (music); Psychology; Political science; Engineering; Social psychology","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":[0.01090537,0.0009387388,0.0006870358,0.001363662,0.002360859,0.006335039,0.001315807,0.002596808,0.07548527],"category_scores_gemma":[0.01399383,0.0003485096,0.0005226192,0.001148595,0.0005088053,0.002221135,0.001718255,0.002274971,0.02317879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005223135,"about_ca_system_score_gemma":0.01579852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1347169,"about_ca_topic_score_gemma":0.1660582,"domain_scores_codex":[0.9962136,0.000636459,0.00007601521,0.0001783648,0.002344661,0.0005508538],"domain_scores_gemma":[0.9878119,0.002131817,0.0003190544,0.0006371423,0.007805992,0.001294229],"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":[0.0001398526,0.000131328,0.0005334624,0.00002636362,0.000006660621,0.00003293565,0.00005685665,0.0002854288,0.0002290672,0.001707654,0.9831139,0.01373649],"study_design_scores_gemma":[0.000168753,0.000223503,0.007859539,0.0001039853,0.00002792385,0.00003683962,0.0007315651,0.003457993,0.003440711,0.003250039,0.9806519,0.00004725129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02167711,0.002331106,0.01565542,0.07909415,0.01714429,0.004694518,0.169725,0.002627013,0.6870514],"genre_scores_gemma":[0.04583617,0.001581144,0.01387642,0.004730064,0.001225144,0.00165009,0.05029783,0.0007143873,0.8800886],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1347169,"threshold_uncertainty_score":0.2678656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04088444347171931,"score_gpt":0.3281848278429199,"score_spread":0.2873003843712005,"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."}}