{"id":"W4383695356","doi":"10.3390/en16145252","title":"The Evolution of Crop-Based Materials in the Built Environment: A Review of the Applications, Performance, and Challenges","year":2023,"lang":"en","type":"review","venue":"Energies","topic":"Architecture and Computational Design","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Life-cycle assessment; Greenhouse gas; Novelty; Environmental impact assessment; Renewable energy; Circular economy; Environmental science; Agriculture; Architectural engineering; Computer science; Engineering; Ecology; Production (economics); Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000365668,0.0001154174,0.000318865,0.00003916067,0.00005000564,0.000005632576,0.0002743174,0.00004153891,0.000002347661],"category_scores_gemma":[0.00001017726,0.00005189584,0.00006795911,0.000132843,0.00007041507,0.00001196471,0.00003632136,0.00007495024,0.00000325798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002440103,"about_ca_system_score_gemma":0.00003175837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005489131,"about_ca_topic_score_gemma":0.000003287267,"domain_scores_codex":[0.9992612,0.0001398529,0.0003106868,0.00007882415,0.0001391258,0.00007029554],"domain_scores_gemma":[0.9993002,0.0003095007,0.000114037,0.000264461,0.000006860992,0.000004881437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001093983,0.000007021943,5.621548e-7,0.1275983,0.00004949241,1.258583e-7,0.00007729825,0.01695583,0.000004492606,0.003518718,0.0001895377,0.8515975],"study_design_scores_gemma":[0.00002743363,0.000009188108,0.0001514405,0.0181812,0.00009819384,0.000002378052,0.00001989543,0.0001208565,0.00002007583,0.0003864891,0.9809061,0.00007679214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004004115,0.9990525,0.0001168876,0.00008129556,0.00003323816,0.0004768219,0.00001586364,0.00001383114,0.000169544],"genre_scores_gemma":[0.001049073,0.9983196,0.000037742,0.000007378491,0.00003557936,0.0005091378,0.000009638415,0.0000149988,0.00001679914],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9807165,"threshold_uncertainty_score":0.2116251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03022207755253917,"score_gpt":0.2449268530627468,"score_spread":0.2147047755102077,"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."}}