{"id":"W1894188343","doi":"10.3968/j.css.1923669720141001.4134","title":"The Use of Polyvinylchloride (PVC) Claddings and Polystyrene Wall Panels as Alternative Building Materials to Wood: A Strategy to Combat Climate Change.","year":2014,"lang":"en","type":"article","venue":"Canadian social science","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Deforestation (computer science); Expanded polystyrene; Estate; Reforestation; Polystyrene; Architectural engineering; Environmental science; Forensic engineering; Business; Materials science; Engineering; Computer science; Composite material; Agroforestry; Polymer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001488134,0.000144217,0.0002117989,0.0002092759,0.002297908,0.0005483141,0.0006516631,0.0000780454,0.00003775192],"category_scores_gemma":[0.000500687,0.0001179442,0.00002775495,0.0007550478,0.0008774545,0.0004601234,0.0001342119,0.00007560269,0.00002478547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003950888,"about_ca_system_score_gemma":0.0004531222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2275698,"about_ca_topic_score_gemma":0.1707543,"domain_scores_codex":[0.9977883,0.0001328253,0.0002255841,0.0003552913,0.0005349836,0.0009629971],"domain_scores_gemma":[0.9985191,0.0001749888,0.0001087598,0.0001241252,0.0001787811,0.0008942501],"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":[0.00003739181,0.00001299596,0.001835735,0.00001458714,0.0000208835,0.000007728591,0.09157462,0.000001365343,0.03574294,0.7704452,0.001211646,0.09909496],"study_design_scores_gemma":[0.0007598664,0.0006496012,0.1250892,0.0004345575,0.00005480501,0.000005950531,0.05948678,0.00004223793,0.043939,0.009720515,0.7578459,0.001971662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784121,0.00004505365,0.000007730186,0.01254876,0.0006142962,0.0004903038,0.00004781621,0.00002648757,0.007807433],"genre_scores_gemma":[0.9969704,0.0002087172,0.0001362512,0.00194718,0.0003527557,0.00002952393,8.792121e-7,0.00001029671,0.0003440298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7607246,"threshold_uncertainty_score":0.999001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0818822186114405,"score_gpt":0.3122832711430543,"score_spread":0.2304010525316137,"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."}}