{"id":"W2943751914","doi":"","title":"A Move from Disposable to Renewable Assignments","year":2018,"lang":"en","type":"article","venue":"ScholarWorks@UMassAmherst (University of Massachusetts Amherst)","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Computer science; Environmental science; Business; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005170851,0.0004081273,0.0004335384,0.0001750125,0.0007443636,0.00009096984,0.00114173,0.0002818426,0.01999813],"category_scores_gemma":[0.000070503,0.0004927792,0.0001711143,0.000967848,0.0007005626,0.001330737,0.001145686,0.0003435783,0.004966659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184851,"about_ca_system_score_gemma":0.00004846404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148982,"about_ca_topic_score_gemma":0.00197756,"domain_scores_codex":[0.996798,0.0001529741,0.0003003019,0.0009322545,0.0008955831,0.0009208908],"domain_scores_gemma":[0.998255,0.00007781065,0.000232167,0.0008153492,0.00003248118,0.0005872321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001162308,0.000821376,0.5438798,0.0000326617,0.0004650154,0.0001821139,0.01156705,0.003516549,0.02960245,0.0001462317,0.3851551,0.02346929],"study_design_scores_gemma":[0.003235949,0.0005401233,0.4681604,0.0001468071,0.0001800097,0.00000437342,0.0170036,0.0008222837,0.003694358,0.002379642,0.5022891,0.001543326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8858231,0.0000345999,0.003913126,0.001623631,0.000323624,0.000583638,0.00007313766,0.0001463392,0.1074788],"genre_scores_gemma":[0.9558788,0.00002878852,0.01507222,0.0008090099,0.0001271276,0.000003076854,0.00005774939,0.00005885942,0.02796439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.117134,"threshold_uncertainty_score":0.9997524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009357760489529302,"score_gpt":0.1986988194027146,"score_spread":0.1893410589131853,"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."}}