{"id":"W4411656561","doi":"10.51847/qmy9yfnltx","title":"10.51847/QMY9Yfnltx","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban sprawl; Speculation; Geography; Environmental planning; Land use; Business; Agricultural economics; Economics; Civil engineering; Engineering; Finance","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":[0.0001921344,0.00007082507,0.00008640974,0.00003649577,0.000240377,0.00004104356,0.0001981841,0.00005603921,0.9948248],"category_scores_gemma":[0.00002686412,0.00006470248,0.00003167767,0.0001715444,0.00006192315,0.00008993057,0.00001729782,0.00004832538,0.9857524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000418376,"about_ca_system_score_gemma":0.00005567032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001434201,"about_ca_topic_score_gemma":0.000006979275,"domain_scores_codex":[0.999238,0.00005102377,0.00008914978,0.0001392381,0.0002223571,0.000260273],"domain_scores_gemma":[0.9996752,0.00003366815,0.00001184603,0.00009545787,0.00002656089,0.0001572933],"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":[0.0000112055,0.00001904074,4.436278e-7,0.000001055336,0.00000644758,0.00000254622,0.0007364092,0.000001401592,0.000006573509,0.00007480163,0.09990255,0.8992375],"study_design_scores_gemma":[0.00006644173,0.00002264442,0.0001878597,0.000007375747,0.000003074661,2.860055e-7,0.00002845972,0.000001477653,0.000003616148,0.00002328116,0.9995418,0.0001136575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009551262,0.0001082669,4.880501e-8,0.004261881,0.000006048964,0.0001112494,0.000001850846,0.0001409464,0.9944146],"genre_scores_gemma":[0.001005383,0.00001021745,0.00007525302,0.0001132496,0.0001851472,0.00000724143,0.000002686969,0.000007861811,0.998593],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8996392,"threshold_uncertainty_score":0.263849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516461333906625,"score_gpt":0.2190854691671261,"score_spread":0.2039208558280599,"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."}}