{"id":"W4389994391","doi":"10.1088/1755-1315/1279/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Sustainability; Political science; Subject matter; Theme (computing); Public relations; Engineering ethics; Library science; Sociology; Engineering; Ecology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003027239,0.0001086195,0.00009623225,0.00007247227,0.0004564837,0.0001218805,0.0002693392,0.00004238778,0.0005945374],"category_scores_gemma":[0.00006879429,0.00009492199,0.00002045274,0.0004432625,0.001842281,0.0005491857,0.0003267872,0.0000969663,0.0002930178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000315412,"about_ca_system_score_gemma":0.0000762082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003651642,"about_ca_topic_score_gemma":0.0001924492,"domain_scores_codex":[0.9985471,0.00003020187,0.0001041759,0.0003708343,0.0004051431,0.0005425522],"domain_scores_gemma":[0.9994804,0.00002023029,0.0000174234,0.0002300211,0.00001255099,0.0002393255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000155814,0.00009083285,0.007615508,0.000049352,0.00001455697,0.00008986659,0.002417979,0.00309752,0.397904,0.2326939,0.0001008533,0.3557698],"study_design_scores_gemma":[0.0006487758,0.0005611892,0.5289874,0.0000231327,0.00000782562,0.00006822428,0.01425806,0.005031864,0.2322825,0.0237627,0.1936398,0.0007284703],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724205,0.00003431904,0.00000384713,0.000499724,0.00006677563,0.00007592639,0.000008287813,0.00008455583,0.02680614],"genre_scores_gemma":[0.9895254,0.0002589944,0.00006723239,0.00005758186,0.0000162084,0.00001147808,0.00001090357,0.000004759932,0.01004743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5213719,"threshold_uncertainty_score":0.678796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579619534293039,"score_gpt":0.2370650668209112,"score_spread":0.2212688714779808,"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."}}