{"id":"W3016688912","doi":"10.1088/1757-899x/775/1/012034","title":"Urban morphotypes and functional diversity of city environment","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Quarter (Canadian coin); Service (business); Recreation; Environmental planning; Diversity (politics); Business; Spatial organization; Renting; Space (punctuation); Population; Public service; Public space; Transport engineering; Civil engineering; Architectural engineering; Ecology; Marketing; Engineering; Sociology; Political science; Public administration; Archaeology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001489005,0.0001691143,0.0001439075,0.002217673,0.000457179,0.0008097898,0.0001796675,0.0001434418,0.003075753],"category_scores_gemma":[0.0006042902,0.00009149906,0.0002178358,0.001695906,0.000633085,0.0003631939,0.0009545967,0.0001206418,0.0001858219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002502054,"about_ca_system_score_gemma":0.0001189943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001982151,"about_ca_topic_score_gemma":0.003571417,"domain_scores_codex":[0.9997765,0.0000636909,0.00002077747,0.00004973714,0.00004392637,0.00004534773],"domain_scores_gemma":[0.9995759,0.00008921599,0.0001561603,0.00004585268,0.00007167898,0.00006110213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002047083,0.00003546975,0.9819515,0.00004529673,0.00009653916,0.0002060522,0.001235142,0.0008864214,0.002717632,0.001956564,0.000240751,0.0104238],"study_design_scores_gemma":[0.000001755665,0.00003337189,0.9960299,0.000005273651,0.0000101463,0.0001467632,0.00231882,0.0003917687,0.0001807628,0.0003906955,0.0004848535,0.000006044645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980986,0.00003896045,0.0001905083,0.0000106907,0.000001601598,0.000005017439,0.0002566598,0.000005066968,0.0013931],"genre_scores_gemma":[0.9996638,0.00001280382,0.00007625084,8.800949e-7,0.000001254738,0.00000314408,0.0001414071,0.000001326714,0.00009912147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003075753,"threshold_uncertainty_score":0.01028943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157339252638697,"score_gpt":0.155605055485527,"score_spread":0.13403166295914,"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."}}