{"id":"W4407383445","doi":"10.21203/rs.3.rs-5983680/v1","title":"Prioritizing App Reviews for Developer Responses on Google Play","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"World Wide Web; Computer science; Mobile apps; Data science; Business; Internet privacy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006449464,0.0002490942,0.0005100275,0.0008414391,0.00111882,0.0003901474,0.001100187,0.0006792765,0.00007359797],"category_scores_gemma":[0.01467879,0.0002308106,0.0002174616,0.0008278901,0.0004165654,0.0001024015,0.001230461,0.001190326,0.0002273012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000716239,"about_ca_system_score_gemma":0.003225525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002679887,"about_ca_topic_score_gemma":0.001021561,"domain_scores_codex":[0.9960372,0.0007780116,0.0004644608,0.0007971929,0.0009713797,0.0009516887],"domain_scores_gemma":[0.9961854,0.002344979,0.0001027473,0.00060393,0.0006029625,0.0001600176],"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":[0.0005064101,0.0002460248,0.002471464,0.001966105,0.00008392978,0.00003239353,0.01075156,0.0000018357,0.00004396767,0.3733562,0.2798621,0.330678],"study_design_scores_gemma":[0.0001973563,0.00007016002,0.001116496,0.001860047,0.000004502209,2.703535e-7,0.001052534,0.000002698641,0.0001344662,0.02497967,0.9703178,0.0002639898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03740715,0.01404482,0.0006924689,0.02828462,0.001989032,0.01619204,0.0006190183,0.001157549,0.8996133],"genre_scores_gemma":[0.2899249,0.0391417,0.02243373,0.001519704,0.00270733,0.008403123,0.0006961089,0.0001592552,0.6350141],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6904557,"threshold_uncertainty_score":0.993621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2066289311601349,"score_gpt":0.5000869676353159,"score_spread":0.293458036475181,"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."}}