{"id":"W2751898006","doi":"10.1007/978-3-319-56475-3_5","title":"LCA and Sustainability","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Sustainability; Business; Environmental science; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002709151,0.00032353,0.000293134,0.0000193993,0.0002910941,0.0000728732,0.000285593,0.0002861672,0.0208107],"category_scores_gemma":[0.0000838297,0.0002769609,0.0001025929,0.000003600572,0.001392878,0.0002411093,0.0008797814,0.0002803032,0.0004662247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000843403,"about_ca_system_score_gemma":0.00002225384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000385261,"about_ca_topic_score_gemma":0.0002035436,"domain_scores_codex":[0.9986399,0.00001255089,0.0002013633,0.0005573458,0.0002798239,0.0003089464],"domain_scores_gemma":[0.9986701,0.00003015316,0.000124309,0.0009404845,0.000006785143,0.0002281644],"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":[0.0001846939,0.0003014241,0.3902261,0.0006404932,0.0001627886,0.0004130417,0.001271319,0.00004683445,0.00004822851,0.1949815,0.05438489,0.3573387],"study_design_scores_gemma":[0.0001729978,0.00009473968,0.06616572,0.000008926979,0.00003538582,0.00001324557,0.00005383557,0.00001970006,0.00001529446,0.2671401,0.6657934,0.0004866637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003707382,0.00008357377,0.00003128371,0.0004575006,0.00004623756,0.0004557325,0.000009652478,0.00004335345,0.9951653],"genre_scores_gemma":[0.1242815,0.00009633936,0.00009969418,0.0001302819,0.00003003375,0.000005878454,0.000007189259,0.00002913085,0.87532],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6114085,"threshold_uncertainty_score":0.9999682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008543812950123372,"score_gpt":0.2366256990769097,"score_spread":0.2280818861267863,"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."}}