{"id":"W4387342756","doi":"10.3390/su151914471","title":"The Extent to Which Hemp Insulation Materials Can Be Used in Canadian Residential Buildings","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Life-cycle assessment; Material flow analysis; Environmental science; Global-warming potential; Engineering; Waste management; Production (economics); Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.001929683,0.0001710071,0.0002069468,0.0002308055,0.0002012707,0.0002372528,0.0003115583,0.00009944812,0.0000689013],"category_scores_gemma":[0.001613985,0.0001476877,0.00002748377,0.0006594362,0.00004128955,0.0001328085,0.00009679287,0.00009845227,0.00003072284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002339926,"about_ca_system_score_gemma":0.0004153651,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3605002,"about_ca_topic_score_gemma":0.4104101,"domain_scores_codex":[0.9981346,0.0001423636,0.0004104913,0.0002647537,0.0002193774,0.0008284309],"domain_scores_gemma":[0.9989888,0.00007711672,0.0000252567,0.000465483,0.0002271728,0.0002161828],"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":[0.000270144,0.00003340477,0.03812466,0.001172861,0.00007080592,0.0001048126,0.0103735,0.2352751,0.7009913,0.003438124,0.00582434,0.004320967],"study_design_scores_gemma":[0.0006025928,0.0000777389,0.7552339,0.00007191347,0.00001323835,0.000002908725,0.001457149,0.002160784,0.1997338,0.006323738,0.03357852,0.0007436781],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891923,0.00001327588,0.00001190627,0.008809515,0.0005938004,0.0009601321,0.00003445584,0.0003083506,0.00007625037],"genre_scores_gemma":[0.9994101,0.000006522732,0.0000262279,0.00006659822,0.00009734047,0.0001780725,0.00001219903,0.00004873177,0.0001542118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7171092,"threshold_uncertainty_score":0.6437584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143587370132164,"score_gpt":0.245729914291384,"score_spread":0.2342940405900623,"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."}}