{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003212383,0.00004054977,0.0000651025,0.00002359736,0.0008232006,0.00006305819,0.0001723698,0.00001879434,0.0006691697],"category_scores_gemma":[0.00002649526,0.00004053679,0.00002309629,0.00007257811,0.0001385902,0.0005103301,0.00004625826,0.00008351367,0.00004159033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004765609,"about_ca_system_score_gemma":0.00004971738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152173,"about_ca_topic_score_gemma":0.000829833,"domain_scores_codex":[0.9995589,0.0000256971,0.0001121652,0.00006678033,0.0001237227,0.0001127708],"domain_scores_gemma":[0.9996963,0.00007910243,0.00004083561,0.0001019945,0.00002117543,0.00006064571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001996825,0.00003340043,0.005480063,0.000002345529,0.00001317061,0.000001033906,0.0364405,0.000002182909,0.000001511277,0.903766,0.007051666,0.0471881],"study_design_scores_gemma":[0.0003472719,0.00004972409,0.001492698,0.000006927319,0.000005134033,0.000003000398,0.06211698,0.00002398091,0.00002029459,0.02171872,0.9141148,0.0001005178],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4369709,0.0005976829,0.00002539548,0.005392939,0.000134952,0.0001986765,0.00001528124,0.0000662336,0.556598],"genre_scores_gemma":[0.995591,0.0001506422,0.00001214418,0.001215254,0.00001943336,0.00004117218,0.00003778322,0.00000293675,0.002929574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9070631,"threshold_uncertainty_score":0.7326939,"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."}}