{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001677109,0.001086672,0.0008128692,0.00252175,0.003305172,0.005085721,0.001801938,0.001745615,0.5176741],"category_scores_gemma":[0.01039243,0.0003762175,0.0007013695,0.002239508,0.0008999119,0.003782926,0.002870223,0.003556542,0.3737976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002315558,"about_ca_system_score_gemma":0.003430049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003695781,"about_ca_topic_score_gemma":0.004213513,"domain_scores_codex":[0.9986407,0.0001956237,0.00009989529,0.0002800527,0.0006405392,0.0001431841],"domain_scores_gemma":[0.9957355,0.0007246136,0.0001822124,0.0004200456,0.002258018,0.000679518],"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":[0.00003467916,0.00002222025,0.0001241764,0.0001462913,0.000002199045,0.00006814684,0.0001655102,0.00005735847,0.0001399635,0.005162334,0.952657,0.04142019],"study_design_scores_gemma":[0.000002555575,0.00001179281,0.000186136,0.00009447075,9.374772e-7,0.000060294,0.0001238457,0.00001625543,0.00004906994,0.001268738,0.9981823,0.000003644592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00197232,0.01007908,0.005906298,0.02645439,0.1092733,0.0007876119,0.01435122,0.0019612,0.8292145],"genre_scores_gemma":[0.007995103,0.00701653,0.003102926,0.007754674,0.01605713,0.0004644955,0.01429628,0.001057175,0.9422556],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4823259,"threshold_uncertainty_score":0,"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."}}