{"id":"W4293115006","doi":"10.5593/sgem2021v/6.2/s27.27","title":"POTENTIAL BENEFITS OF RETROFITTING GREEN ROOFS IN YUZHEN QUARTER, PLOVDIV, BULGARIA","year":2021,"lang":"en","type":"article","venue":"International Multidisciplinary Scientific GeoConference SGEM ...","topic":"Agriculture and Biological Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Retrofitting; Quarter (Canadian coin); Environmental science; Architectural engineering; Engineering; Geography; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004123532,0.000214924,0.0003038544,0.00004220691,0.0002941742,0.0001520869,0.0006315892,0.0001488973,0.0009663632],"category_scores_gemma":[0.000126613,0.00008981861,0.0001708648,0.0005743518,0.0001982578,0.0002573547,0.0006132201,0.0002061245,0.00006540106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000403208,"about_ca_system_score_gemma":0.00002748774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003363239,"about_ca_topic_score_gemma":0.00255959,"domain_scores_codex":[0.997712,0.00009888813,0.0005430492,0.0007183537,0.0005466579,0.0003810637],"domain_scores_gemma":[0.998844,0.000170502,0.0002180391,0.000109842,0.0005674441,0.00009012881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008836143,0.0006918868,0.6100468,0.00001508701,0.00006774531,0.0000561317,0.0005896824,0.0002239739,0.3450672,0.002232762,0.0004393604,0.04048098],"study_design_scores_gemma":[0.0002816591,0.00008739239,0.9905006,0.00008568796,0.000008710315,0.00000955519,0.001410429,0.0004602529,0.003728949,0.002060922,0.001139345,0.0002264822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928151,0.0002645573,0.00001591245,0.003527826,0.001085874,0.0002056936,0.0001958119,0.0000408362,0.001848405],"genre_scores_gemma":[0.9967932,0.00002398931,0.0002352423,0.00002850092,0.0002722694,0.00001947629,0.0005230054,9.989468e-7,0.002103329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3804538,"threshold_uncertainty_score":0.9999469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02515793799257059,"score_gpt":0.2364319603927323,"score_spread":0.2112740224001617,"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."}}