{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001288874,0.00005786618,0.0001407917,0.00004681256,0.0007067642,0.0001735367,0.0003793025,0.00001732643,0.0006601771],"category_scores_gemma":[0.002237269,0.00004504822,0.0000219474,0.000198183,0.0008702071,0.0001486484,0.0005056202,0.00006770311,0.00005600872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001417293,"about_ca_system_score_gemma":0.000004668928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004871876,"about_ca_topic_score_gemma":0.000005273288,"domain_scores_codex":[0.9989863,0.0002652433,0.0002098133,0.0001522349,0.000236761,0.0001496273],"domain_scores_gemma":[0.9992287,0.00002702439,0.0001343444,0.0002156465,0.00030972,0.00008459979],"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":[0.00005218032,0.0001211658,0.0001448144,0.0002120342,0.00004688211,0.00000389843,0.04783137,1.963886e-7,0.004377672,0.02675489,0.05331737,0.8671375],"study_design_scores_gemma":[0.0002026815,0.0001927397,0.0003935768,0.00004548773,0.00001176881,0.00000704119,0.004171084,0.00001133574,0.0002211898,0.0003301997,0.994359,0.00005396487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5905406,0.001983051,0.0001517142,0.001339173,0.0001000179,0.001041154,0.0001280052,0.0001126265,0.4046037],"genre_scores_gemma":[0.996713,0.001414364,0.0002014122,0.00008505776,0.00009266699,3.041817e-8,0.00002628028,0.0001429921,0.001324141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9410416,"threshold_uncertainty_score":0.7228477,"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."}}