{"id":"W4306880208","doi":"10.1088/1755-1315/1084/1/011001","title":"Preface","year":2022,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Energy, Environment, and Transportation Policies","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Engineering; Government (linguistics); Library science; Management; Political science; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.001697192,0.001175344,0.0009611566,0.002244487,0.003554253,0.00618961,0.002099333,0.002400297,0.5902134],"category_scores_gemma":[0.008658503,0.0004027418,0.0007828202,0.002048675,0.0008535002,0.003996023,0.003233632,0.003693793,0.4216194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002716768,"about_ca_system_score_gemma":0.003971966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004385009,"about_ca_topic_score_gemma":0.005020143,"domain_scores_codex":[0.9984017,0.000206503,0.0001025487,0.0003210039,0.000773636,0.000194594],"domain_scores_gemma":[0.9954592,0.0005039531,0.0001394552,0.0004500837,0.002638422,0.0008088777],"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":[0.00002499848,0.0000186251,0.00008298542,0.00009064868,0.000001954938,0.00004338533,0.00008260893,0.00004549841,0.0001112317,0.004508078,0.9624065,0.03258361],"study_design_scores_gemma":[0.000002678457,0.000009838615,0.0001452704,0.00007021982,9.504412e-7,0.00004266667,0.00008444786,0.00001860999,0.00004311287,0.001054789,0.9985241,0.000003392552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001216362,0.008236066,0.003937757,0.02737695,0.1043053,0.0005831224,0.00857866,0.001810796,0.843955],"genre_scores_gemma":[0.005494386,0.004917596,0.002058406,0.006922896,0.01311151,0.0003041463,0.009407477,0.0007792403,0.9570043],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5902134,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01098333478010083,"score_gpt":0.1980563068951393,"score_spread":0.1870729721150385,"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."}}