{"id":"W4411656085","doi":"10.51847/4mbvycdifr","title":"10.51847/4mBVycDifr","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Urban and spatial planning","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Built environment; Architectural engineering; Business; Computer science; Engineering; Civil engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000611725,0.00006956395,0.00006706246,0.00001161951,0.0000580847,0.00001929273,0.000140008,0.00002696962,0.9990799],"category_scores_gemma":[0.000007323385,0.00006518887,0.00002312184,0.0001063284,0.0000297491,0.00007242187,0.00004017774,0.0000452002,0.9973231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003399048,"about_ca_system_score_gemma":0.000002006624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001577489,"about_ca_topic_score_gemma":7.662556e-7,"domain_scores_codex":[0.9994435,0.00001284778,0.00007573151,0.0001498269,0.000138269,0.0001797827],"domain_scores_gemma":[0.9997268,0.00001253381,0.000009127278,0.0001401992,0.000001194404,0.0001102024],"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":[0.00001922184,0.00001809879,0.00001919001,4.510027e-7,0.000002194008,0.000006030984,0.00002641639,0.0007588811,0.0003272255,1.943874e-7,0.1343365,0.8644856],"study_design_scores_gemma":[0.00006962204,0.00005360236,0.001424996,0.000002793442,0.00000301662,0.000002653868,3.346967e-7,0.0006081901,0.0000309419,0.000001757587,0.997705,0.00009713443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01290534,0.000007037404,0.000001263278,0.0001236094,0.00000143662,0.00006758498,0.000002974081,0.00005776324,0.986833],"genre_scores_gemma":[0.004258029,6.887621e-8,0.0001576518,0.0001482583,0.00003744224,0.000003797789,0.000004345659,0.000008458703,0.995382],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8643885,"threshold_uncertainty_score":0.2658325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005253652517652062,"score_gpt":0.1583814881724969,"score_spread":0.1531278356548449,"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."}}