{"id":"W2898551045","doi":"","title":"Comprehensive User Engagement Sites (CUES) in Philadelphia: A Constructive Proposal","year":2018,"lang":"en","type":"article","venue":"PhilPapers (PhilPapers Foundation)","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructive; Computer science; Human–computer interaction; Process (computing); Programming language","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006388108,0.000468397,0.0004531731,0.0007164,0.0009152944,0.0002434464,0.0005424008,0.0002720379,0.001275389],"category_scores_gemma":[0.0002646201,0.0004677917,0.00009405874,0.001775174,0.001573572,0.001542901,0.0004527575,0.0005977955,0.001532778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003135771,"about_ca_system_score_gemma":0.0001622744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001007834,"about_ca_topic_score_gemma":0.0002988502,"domain_scores_codex":[0.9973424,0.00006906927,0.0006560351,0.0007824243,0.0004819641,0.0006681088],"domain_scores_gemma":[0.9984275,0.00009863997,0.0003558405,0.0003820101,0.0007149896,0.00002102976],"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":[0.0002173596,0.0003147884,0.06578197,0.0001377907,0.0002902367,0.00003149074,0.001858936,0.000007456709,0.006168091,0.9092002,0.001621951,0.01436972],"study_design_scores_gemma":[0.005977937,0.0001852933,0.3546316,0.0002238474,0.0002030506,0.00002778976,0.01576039,0.0005949344,0.003345656,0.1647229,0.4515883,0.002738294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8549836,0.00004967061,0.000302896,0.01734582,0.001396831,0.001594341,0.000004873398,0.0006008207,0.1237212],"genre_scores_gemma":[0.9886971,0.00001861484,0.003194802,0.006126466,0.001356373,0.0001942294,0.0001657657,0.00005782497,0.0001888592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7444773,"threshold_uncertainty_score":0.9997774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03905813452369714,"score_gpt":0.2696936782139689,"score_spread":0.2306355436902718,"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."}}