{"id":"W4313160675","doi":"10.51347/jum.v11i2.4500","title":"2 Reports","year":2007,"lang":"en","type":"article","venue":"Urban Morphology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Architectural engineering; Geography; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009825937,0.000119052,0.0001690429,0.000185841,0.00004897422,0.000006877002,0.0001091156,0.0001313058,0.001667765],"category_scores_gemma":[0.0002018579,0.0001192646,0.00005580236,0.0002574125,0.0001595271,0.00005320625,0.00005733897,0.0001631836,0.009886316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007954775,"about_ca_system_score_gemma":0.00002549711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005389613,"about_ca_topic_score_gemma":0.00003856877,"domain_scores_codex":[0.9986314,0.00003776419,0.0003321176,0.0003405939,0.0001457919,0.0005123624],"domain_scores_gemma":[0.999045,0.00006578892,0.0001472769,0.000558678,0.00005485436,0.0001283666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000526603,0.00008924416,0.1766343,0.000002308408,0.0000213767,0.01566112,0.0001789513,0.000005598679,0.1586684,0.001667493,0.6463962,0.0006222631],"study_design_scores_gemma":[0.0003812262,0.0001099533,0.2300287,0.000003424487,0.00002400862,0.01025843,0.00004485398,0.000007044338,0.02402308,0.001312477,0.7335156,0.0002911243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303756,0.0002045598,0.0005937601,0.00009175861,0.0007361799,0.0001110467,0.000004192168,0.000327989,0.06755486],"genre_scores_gemma":[0.9920822,5.210424e-7,0.001518841,0.000573374,0.0002686454,0.000004192082,0.00002359759,0.00006126508,0.005467364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1346453,"threshold_uncertainty_score":0.9992449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345354213223897,"score_gpt":0.2611010157921627,"score_spread":0.2476474736599237,"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."}}