{"id":"W2773115488","doi":"10.7202/1073103ar","title":"Replies to the Reviews","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.09879347,0.00017091,0.002155717,0.0000696678,0.0001505495,0.000669669,0.002346236,0.00002595858,0.02288238],"category_scores_gemma":[0.1558397,0.00005600417,0.001480546,0.001923759,0.00002006029,0.00009159882,0.0002414691,0.00008751056,0.1046037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007900883,"about_ca_system_score_gemma":0.00001563264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007396513,"about_ca_topic_score_gemma":0.00002401862,"domain_scores_codex":[0.9823198,0.007547324,0.006118079,0.0008258983,0.003003347,0.0001855783],"domain_scores_gemma":[0.9899533,0.002751801,0.001994496,0.004625452,0.0004108433,0.0002640597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001143462,0.000003112723,0.002514985,0.00001161097,0.00002534425,7.821386e-7,0.001148925,0.00002066,0.00004008794,0.0005036925,0.9115632,0.08416643],"study_design_scores_gemma":[0.00001838891,0.00001932382,0.001629265,0.00001045618,0.00007194011,0.000001141066,0.0003746202,0.0008016356,0.00001973661,0.0006449448,0.996335,0.00007350977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03582478,0.02443413,0.1530757,0.6190338,0.001043319,0.005429632,0.00003696385,0.00004861121,0.1610732],"genre_scores_gemma":[0.7318435,0.0007886346,0.02899498,0.1639294,0.00144323,0.0004300032,0.000005278904,0.00003842923,0.0725266],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6960187,"threshold_uncertainty_score":0.9780108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.927683133893273,"score_gpt":0.5777450752080036,"score_spread":0.3499380586852694,"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."}}