{"id":"W3119463227","doi":"10.2514/6.2021-0626","title":"A Wholistic Approach to Human-in-the-Loop Ecosystem","year":2021,"lang":"en","type":"article","venue":"AIAA Scitech 2021 Forum","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Context (archaeology); Data science; Analytics; Big data; Space exploration; Resilience (materials science); Computer science; Paradigm shift; Curiosity; Space (punctuation); Psychology; Engineering; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003188158,0.0002006615,0.0002206817,0.0001818899,0.00009793824,0.0001397447,0.0004419632,0.00007266965,0.00008398555],"category_scores_gemma":[0.00003404183,0.0001871388,0.00007976002,0.001041454,0.00001115758,0.0001014816,0.0001703148,0.0001955363,0.0002819183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359472,"about_ca_system_score_gemma":0.00001560847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002147623,"about_ca_topic_score_gemma":0.000541081,"domain_scores_codex":[0.9984581,0.00005129786,0.0002833316,0.0003464868,0.0003181295,0.0005426026],"domain_scores_gemma":[0.9991034,0.000041395,0.0000176058,0.0007179276,0.00003691983,0.00008278492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006387491,0.0002755178,0.001564505,0.0004732305,0.0001783455,0.0004351429,0.001127649,0.6933419,0.005973945,0.07498305,0.2165666,0.005073742],"study_design_scores_gemma":[0.0009910242,0.00007000365,0.0038845,0.0002260228,0.00006499969,0.0001025213,0.004348569,0.08103884,0.005340734,0.001187022,0.9016945,0.001051305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4391361,0.001228378,0.08703209,0.003485821,0.003143856,0.001282783,0.00004906874,0.000817242,0.4638247],"genre_scores_gemma":[0.9953542,0.00001178817,0.00150499,0.0005210059,0.0002240907,0.0002338077,0.00004276261,0.00005172863,0.00205559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6851279,"threshold_uncertainty_score":0.76313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422439722714654,"score_gpt":0.2204129625991477,"score_spread":0.2061885653720011,"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."}}