{"id":"W4241165899","doi":"10.1088/1755-1315/811/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Social Acceptance of Renewable Energy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Session (web analytics); Government (linguistics); Variety (cybernetics); Pleasure; China; Library science; Public relations; Political science; Engineering ethics; Medical education; Engineering; Psychology; Computer science; Medicine; World Wide Web; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002940172,0.0001057958,0.0001176536,0.00003051082,0.00126221,0.0002939432,0.0002733044,0.00005774913,0.00168974],"category_scores_gemma":[0.000128449,0.000110616,0.00002637231,0.0003401416,0.00334792,0.001070789,0.0001760933,0.0000797323,0.00003841953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005904851,"about_ca_system_score_gemma":0.0004204223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007545837,"about_ca_topic_score_gemma":0.005856728,"domain_scores_codex":[0.9983944,0.00006232547,0.0001086739,0.0003927106,0.0005652655,0.0004766029],"domain_scores_gemma":[0.9994375,0.0000257148,0.00004430814,0.0001672474,0.00002677197,0.0002984185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002525603,0.0001068293,0.008747843,0.000009572661,0.00001234328,0.00005701595,0.01614413,0.00005229609,0.4471566,0.1278484,0.0001465409,0.3996931],"study_design_scores_gemma":[0.0003994983,0.0001101676,0.1076702,0.00003260742,0.0000142577,0.00002733339,0.1574931,0.000049794,0.4260612,0.004662596,0.3028026,0.0006767089],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926966,0.0003191302,0.00002838302,0.0009290768,0.0002601821,0.0000662946,0.000007168733,0.00004451402,0.07137923],"genre_scores_gemma":[0.984356,0.001913141,0.001012563,0.0001868069,0.00009169779,0.000006618596,0.000003921355,0.000004979604,0.01242424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3990164,"threshold_uncertainty_score":0.9993644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459721565877054,"score_gpt":0.2356096734662454,"score_spread":0.2210124578074748,"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."}}