{"id":"W3044979530","doi":"10.29173/ijic208","title":"Towards Dynamic Vertical Urbanism","year":2020,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Urbanism; Horizontal and vertical; Landmark; Function (biology); Process (computing); Computer science; Roof; Obstacle; Civil engineering; Architecture; Engineering; Geography; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001253729,0.0004450061,0.0002265097,0.0008960578,0.001773108,0.005234666,0.0006790694,0.001050673,0.005073342],"category_scores_gemma":[0.001057903,0.0002615945,0.0004429729,0.0008165875,0.007301292,0.004844157,0.007208989,0.001588869,0.0008929018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002561716,"about_ca_system_score_gemma":0.001880385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002289294,"about_ca_topic_score_gemma":0.003305508,"domain_scores_codex":[0.9988921,0.0004070868,0.00003133163,0.0001807353,0.0002816232,0.0002071701],"domain_scores_gemma":[0.999554,0.0000926035,0.00003757934,0.0001247591,0.00009713272,0.00009404081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004954681,0.000004787644,0.0001864722,0.00002130154,0.000001707268,0.00002626553,0.0007664309,0.0007287387,0.0002658188,0.9898021,0.001009868,0.007181485],"study_design_scores_gemma":[0.00001100263,0.00003010816,0.00068214,0.00007834318,0.000007331447,0.0001629047,0.003215655,0.006667743,0.0008087722,0.6768862,0.3114341,0.00001568948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06089224,0.001970327,0.4215595,0.007838561,0.0004925833,0.0001247234,0.0001324891,0.0004589647,0.5065307],"genre_scores_gemma":[0.8672078,0.001480909,0.09090701,0.000734018,0.0001232931,0.0002210614,0.0001928992,0.0001920428,0.03894103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005234666,"threshold_uncertainty_score":0.01858664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942932704328958,"score_gpt":0.2472878414840657,"score_spread":0.2278585144407761,"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."}}