{"id":"W4313422514","doi":"10.5070/r75159691","title":"Public Displays of Affection","year":2022,"lang":"en","type":"article","venue":"Refract An Open Access Visual Studies Journal","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affection; Apartment; Urban sprawl; Grief; Advertising; Internet privacy; Media studies; Sociology; History; Aesthetics; Psychology; Social psychology; Art; Political science; Law; Engineering; Business; Computer science; Civil engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00480711,0.0001418375,0.0003874956,0.0002212089,0.004869122,0.001982499,0.002844292,0.00004063844,0.002312448],"category_scores_gemma":[0.0009717438,0.0001281499,0.00008446982,0.001094076,0.000304691,0.00836412,0.003086458,0.0005133371,0.00001021958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007724492,"about_ca_system_score_gemma":0.0005421246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001786678,"about_ca_topic_score_gemma":0.00253076,"domain_scores_codex":[0.9964875,0.001254199,0.000408947,0.0002494671,0.001106106,0.0004938067],"domain_scores_gemma":[0.9982632,0.0002286399,0.0006620116,0.0001753171,0.0004196065,0.0002512312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009448559,0.005777859,0.3641246,0.00008320624,0.002317759,0.0001864489,0.10457,0.0003106419,0.001392377,0.08362371,0.2233504,0.2133181],"study_design_scores_gemma":[0.001085844,0.001276785,0.02972859,0.00002888779,0.0000583476,0.00006057364,0.1078855,0.0000723401,0.0001004,0.005159904,0.8541291,0.0004136777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288223,0.001099498,0.0001058915,0.008579234,0.002175846,0.0005415562,0.00001077067,0.00005132371,0.0586136],"genre_scores_gemma":[0.9963782,0.001295501,0.00007200213,0.000314937,0.0006090213,0.00005581373,0.000004682887,0.00001914799,0.001250692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6307787,"threshold_uncertainty_score":0.9990535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3661668563909811,"score_gpt":0.5751649592796115,"score_spread":0.2089981028886305,"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."}}