{"id":"W4298005837","doi":"10.5281/zenodo.1181881","title":"Studying The Consistency Of Star Ratings And Reviews Of Popular Free Hybrid Android And Ios Apps","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Digital Games and Media","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Android (operating system); Computer science; Consistency (knowledge bases); Star (game theory); Operating system; Internet privacy; Artificial intelligence; Physics; Astrophysics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005762904,0.0003583548,0.0005830473,0.003580141,0.0004391048,0.001567435,0.0003754433,0.0004459769,0.001022736],"category_scores_gemma":[0.06123674,0.0002489758,0.0004394741,0.002784484,0.0003805012,0.001707415,0.0008621419,0.0005739664,0.000926964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003503517,"about_ca_system_score_gemma":0.0002816154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002419434,"about_ca_topic_score_gemma":0.004900504,"domain_scores_codex":[0.9935666,0.00183298,0.0007892359,0.00108228,0.002502896,0.000226044],"domain_scores_gemma":[0.9125591,0.04497619,0.01599324,0.00423822,0.02057348,0.001659768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009864022,0.0001845014,0.9179155,0.0005728789,0.0006143037,0.0001888281,0.00537032,0.0007579788,0.005785047,0.0002750765,0.005401011,0.06194815],"study_design_scores_gemma":[0.00001848842,0.0003393672,0.9836183,0.00003951557,0.000133391,0.00029574,0.001833743,0.00668784,0.002343934,0.0002238291,0.004406699,0.00005903361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923233,0.0004836005,0.002054807,0.0001115071,0.00005372873,0.00006360432,0.001769848,0.0001687451,0.002970849],"genre_scores_gemma":[0.9934495,0.0001296742,0.001914952,0.00004366479,0.00004342659,0.00005885027,0.00292657,0.00006338811,0.001369943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005762904,"threshold_uncertainty_score":0.03047752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05383017643879943,"score_gpt":0.2782123009454487,"score_spread":0.2243821245066492,"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."}}