{"id":"W3216242362","doi":"10.1007/s11135-021-01283-8","title":"Review of Veltri, G. A.: Digital social research","year":2021,"lang":"en","type":"article","venue":"Quality & Quantity","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Sociology; Computer science; Psychology; Data science","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":[0.006718914,0.00006144421,0.000255588,0.00005077082,0.0005841203,0.0001292552,0.0003040383,0.00006307443,0.0006751294],"category_scores_gemma":[0.004037406,0.00006638675,0.0001490265,0.000922903,0.0003494917,0.000294288,0.0002337829,0.0001925808,0.0001979422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007249956,"about_ca_system_score_gemma":0.0002770917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046449,"about_ca_topic_score_gemma":0.001870301,"domain_scores_codex":[0.9973735,0.0009628221,0.0003504877,0.0002255112,0.0007714762,0.000316182],"domain_scores_gemma":[0.998633,0.0003198488,0.00008985996,0.0002150561,0.0006791104,0.00006311017],"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":[0.00001036256,0.000258116,0.02081495,0.004408888,0.00003910439,0.00000768952,0.005287131,2.131029e-8,0.00007711085,0.8979195,0.04510589,0.02607125],"study_design_scores_gemma":[0.0002303195,0.00001936029,0.01841483,0.001347679,0.00002192346,1.595007e-7,0.007410772,0.000002245437,0.0002407142,0.01211838,0.9599681,0.0002255224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1852338,0.0218246,0.0001266289,0.006685033,0.0004167418,0.0003425417,0.0000339256,0.00009464585,0.785242],"genre_scores_gemma":[0.9859303,0.00749079,0.00005857999,0.0002647023,0.0003537437,0.000006184237,0.00002194863,0.000007124698,0.005866605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9148622,"threshold_uncertainty_score":0.7392192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4895693154883724,"score_gpt":0.5845668242943542,"score_spread":0.09499750880598185,"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."}}