{"id":"W4307562741","doi":"10.1111/area.12849","title":"Platforms and/as urban communication: Mediums, content, context","year":2022,"lang":"en","type":"article","venue":"Area","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Urbanism; Context (archaeology); Sociology; Scholarship; Urban planning; Advertising; Public relations; Business; Architecture; Visual arts; Civil engineering; Geography; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001104002,0.0004060513,0.0002269728,0.003162913,0.004559887,0.01489028,0.0006184558,0.001034427,0.009118561],"category_scores_gemma":[0.002043894,0.0002520605,0.0001613054,0.003898903,0.02111086,0.006878065,0.006668372,0.001012704,0.0007120398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004702792,"about_ca_system_score_gemma":0.003183636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02913129,"about_ca_topic_score_gemma":0.03361914,"domain_scores_codex":[0.9985859,0.0008077765,0.00003852712,0.0001071065,0.0002295614,0.000231121],"domain_scores_gemma":[0.9989051,0.0005139149,0.0001456424,0.0001314332,0.0001324435,0.0001715627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003391944,0.00001554703,0.003056128,0.000160857,0.000008922035,0.0004960853,0.08800562,0.0006040654,0.0005988743,0.8822521,0.002552292,0.02221561],"study_design_scores_gemma":[0.0000260681,0.00006174737,0.0123026,0.0007711323,0.00003977527,0.0007663848,0.2894133,0.001936497,0.001189323,0.2615227,0.431909,0.0000615158],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.294274,0.004975375,0.01655146,0.01185374,0.000306807,0.00008483538,0.0003042235,0.0001807593,0.6714688],"genre_scores_gemma":[0.9882838,0.001143565,0.001156488,0.0001455931,0.00006355683,0.00002392623,0.00003361638,0.00003202251,0.009117467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02913129,"threshold_uncertainty_score":0.05792344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04884571199109004,"score_gpt":0.2583954104701741,"score_spread":0.209549698479084,"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."}}