{"id":"W4362592578","doi":"10.1109/mspec.2023.10092398","title":"Juice Box","year":2023,"lang":"en","type":"article","venue":"IEEE Spectrum","topic":"Social Acceptance of Renewable Energy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Roof; Gallon (US); Quarter (Canadian coin); Metre; Electricity; Engineering; Solar energy; Environmental science; Waste management; Electrical engineering; Civil engineering; Geography; Physics; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003683084,0.00008032448,0.0001136135,0.00008927323,0.0005148065,0.0000770866,0.0003203599,0.00009022559,0.0008366707],"category_scores_gemma":[0.0001282912,0.00008808717,0.00007262323,0.001139085,0.0001606437,0.0001664205,0.00002356046,0.00008308116,0.001991122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001272499,"about_ca_system_score_gemma":0.0001536533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009820761,"about_ca_topic_score_gemma":0.03778217,"domain_scores_codex":[0.9987003,0.00007382965,0.0001034123,0.0002006039,0.0003999699,0.0005219024],"domain_scores_gemma":[0.9995689,0.00009261207,0.00004290885,0.0001549478,0.00002279559,0.0001178036],"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":[0.00002325312,0.00007447835,0.006510713,0.00001330702,0.0000699963,0.0001413936,0.01682169,0.0007619168,0.003593054,0.4011759,0.5110679,0.05974633],"study_design_scores_gemma":[0.0002705715,0.000033523,0.005044559,0.00001298609,0.0000116267,6.514074e-7,0.0156283,0.00004950888,0.008429066,0.08256803,0.8875847,0.0003664776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4547721,0.00007523336,0.00009775718,0.01247019,0.004354148,0.0001362034,0.000003821328,0.001210175,0.5268804],"genre_scores_gemma":[0.9469227,0.0002802233,0.0000994606,0.0002964218,0.002271251,0.00001031075,0.000002188935,0.00001978765,0.0500977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4921506,"threshold_uncertainty_score":0.998786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02340068133986112,"score_gpt":0.3096217115620856,"score_spread":0.2862210302222244,"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."}}