{"id":"W2091943974","doi":"10.4271/2015-01-1616","title":"MMLV: Life Cycle Assessment","year":2015,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"T-cell and Retrovirus Studies","field":"Immunology and Microbiology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Energy Technology Laboratory; U.S. Department of Energy","keywords":"Materials science","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008520595,0.0008856949,0.001281403,0.0002105271,0.0006867908,0.00007294555,0.001169815,0.001374735,0.001218921],"category_scores_gemma":[0.0009900186,0.0006769091,0.0005463813,0.0005684795,0.002137346,0.0003188977,0.0009500508,0.001961221,0.001804581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003609133,"about_ca_system_score_gemma":0.0003116433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001375664,"about_ca_topic_score_gemma":0.02966974,"domain_scores_codex":[0.9954641,0.0003646339,0.001120235,0.001299827,0.0004032169,0.001347959],"domain_scores_gemma":[0.9972725,0.0004647188,0.0002870864,0.00141574,0.0001880064,0.0003719433],"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":[0.0004489171,0.0007071383,0.0006243439,0.00002721631,0.0002137318,0.00004180254,0.00005774662,0.00000995302,0.9346702,0.01590405,0.04439761,0.002897277],"study_design_scores_gemma":[0.001579546,0.00181382,0.676288,0.00008186773,0.0001185196,0.0001057275,0.0003779159,8.566462e-9,0.0003048579,0.001811377,0.3168538,0.0006645474],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5970727,0.00649539,0.000001577017,0.01409365,0.002332672,0.001492685,0.0001702087,0.004619908,0.3737212],"genre_scores_gemma":[0.9893312,0.0006440906,0.0008993462,0.003519114,0.0001930665,0.0003059566,0.0001071084,0.0001111211,0.004888949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9343653,"threshold_uncertainty_score":0.9999217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181415875911152,"score_gpt":0.2666420180728244,"score_spread":0.2485004304817093,"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."}}