{"id":"W4399828196","doi":"10.32920/26052562","title":"Rentez: A Simplified Rental App Experience Designed to Promote Transparency and Verification","year":2024,"lang":"en","type":"preprint","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Transparency (behavior); Renting; Business; Computer science; Computer security; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000150515,0.0003056391,0.0002405848,0.0002113899,0.0001081409,0.000623748,0.001323576,0.0001740432,0.00006570782],"category_scores_gemma":[0.0000269563,0.0002922493,0.00008420616,0.0003750261,0.00003627026,0.0002768986,0.001527141,0.0004675352,0.0002456064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131301,"about_ca_system_score_gemma":0.0001225074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002412533,"about_ca_topic_score_gemma":0.00009171168,"domain_scores_codex":[0.9976392,0.00005206215,0.0004450098,0.001260208,0.0003248061,0.0002786965],"domain_scores_gemma":[0.9983311,0.00004659225,0.00009501472,0.001223703,0.0001047194,0.0001988763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001708613,0.0009401733,0.0002958188,0.002163904,0.000374048,0.0001696625,0.290492,0.001460563,0.2008739,0.1246738,0.0173777,0.3610075],"study_design_scores_gemma":[0.001205296,0.001221768,0.006583651,0.004665225,0.0002962078,0.0004978861,0.00576602,0.5424224,0.1936502,0.1696158,0.06778917,0.006286309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1450143,0.0001641724,0.8400182,0.004824433,0.001861678,0.00108796,0.00001910051,0.0009370974,0.00607306],"genre_scores_gemma":[0.8699592,0.00002944675,0.1280232,0.0003507991,0.00008286764,0.0005402541,0.00001683213,0.00002418055,0.0009732836],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7249449,"threshold_uncertainty_score":0.999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03366792606029159,"score_gpt":0.3160244960986389,"score_spread":0.2823565700383472,"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."}}