{"id":"W3129089658","doi":"10.2749/vancouver.2017.2483","title":"The 5% Solution","year":2017,"lang":"en","type":"article","venue":"Report","topic":"Climate Change and Sustainable Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nordion (Canada)","funders":"","keywords":"Carbon footprint; Tonne; Reduction (mathematics); Production (economics); Footprint; Metre; Structural integrity; Field (mathematics); Civil engineering; Environmental science; Engineering; Computer science; Waste management; Greenhouse gas; Structural engineering; Mathematics; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003025478,0.001218089,0.0005017524,0.0008408594,0.002074273,0.004042779,0.002805168,0.005381762,0.08650314],"category_scores_gemma":[0.004381476,0.0005587627,0.0009997026,0.0007020232,0.002147763,0.005829157,0.004725188,0.004689428,0.04585945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002122104,"about_ca_system_score_gemma":0.00467559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003035749,"about_ca_topic_score_gemma":0.004995618,"domain_scores_codex":[0.9962701,0.0006088862,0.0001298566,0.0005229732,0.001897536,0.0005707867],"domain_scores_gemma":[0.9980534,0.0002911657,0.0001509547,0.0003441489,0.0007881082,0.0003721993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001513725,0.0002760111,0.0005240497,0.0006014572,0.00003776078,0.0002264834,0.000293645,0.001074338,0.008565041,0.3952024,0.3805623,0.2124852],"study_design_scores_gemma":[0.00001216602,0.00009664815,0.000165999,0.0001408173,0.00001043634,0.0001774975,0.0002445894,0.0004157273,0.0034628,0.02980133,0.9654545,0.0000176026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01316308,0.0120027,0.09936772,0.1241105,0.01866596,0.0005022044,0.001673769,0.002456511,0.7280576],"genre_scores_gemma":[0.1013897,0.01393148,0.1568056,0.06327608,0.002567963,0.001102455,0.002442155,0.001643603,0.6568409],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08650314,"threshold_uncertainty_score":0.2893819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591249305532082,"score_gpt":0.2766909450036007,"score_spread":0.2507784519482799,"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."}}