{"id":"W4399828044","doi":"10.32920/26052562.v1","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; Computer science; Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004920294,0.0007379614,0.0003868183,0.0004854176,0.0008011372,0.001533072,0.001048844,0.001025384,0.030436],"category_scores_gemma":[0.002168341,0.0003407013,0.00046121,0.0002386655,0.0005704032,0.001852007,0.002374449,0.0007560718,0.004636031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156145,"about_ca_system_score_gemma":0.0004633609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498567,"about_ca_topic_score_gemma":0.004182981,"domain_scores_codex":[0.9996021,0.0001189765,0.00002429056,0.0000528593,0.0001201329,0.00008157657],"domain_scores_gemma":[0.9991505,0.0003771042,0.00002739019,0.0001876259,0.0001008963,0.000156523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005409667,0.002316049,0.01383123,0.003566261,0.0001545613,0.01209349,0.05427906,0.00679101,0.2372753,0.03228263,0.14622,0.4857808],"study_design_scores_gemma":[0.0004052347,0.00309734,0.0307695,0.0004573454,0.0001797021,0.01304604,0.01112387,0.04371738,0.06706369,0.008575097,0.820915,0.000649877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"software","genre_scores_codex":[0.592372,0.0007969057,0.2237189,0.001081449,0.0005132096,0.001988536,0.003472467,0.0285516,0.1475049],"genre_scores_gemma":[0.7908279,0.0003825121,0.1283683,0.000454893,0.00006857692,0.0007587911,0.001794126,0.002211604,0.07513332],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.030436,"threshold_uncertainty_score":0.1018186,"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."}}