{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006740129,0.001174576,0.002207407,0.01393999,0.001145932,0.003973429,0.002023048,0.002945912,0.005408247],"category_scores_gemma":[0.02131787,0.000458614,0.0007835493,0.0158597,0.00271405,0.005524605,0.002566239,0.004104022,0.003858984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004739897,"about_ca_system_score_gemma":0.008681249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006740892,"about_ca_topic_score_gemma":0.01248023,"domain_scores_codex":[0.99722,0.0008232464,0.0004049354,0.0003108477,0.001110138,0.0001309282],"domain_scores_gemma":[0.9778221,0.01459889,0.001079193,0.0006420647,0.005080034,0.0007777167],"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":[0.00007953448,0.00003916537,0.0004257018,0.02702827,0.0002080488,0.000162844,0.0006076597,0.0003551926,0.0003634164,0.03592767,0.4812519,0.4535507],"study_design_scores_gemma":[0.000005457054,0.00001433718,0.0007661103,0.009960423,0.00008949311,0.0002414557,0.0001316726,0.00004129583,0.0001248472,0.002879558,0.9857295,0.00001580966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008210864,0.9813802,0.0004135844,0.01208775,0.003452373,0.000008300702,0.00008711011,0.000007809606,0.002480832],"genre_scores_gemma":[0.001247218,0.9907817,0.0004010018,0.004318824,0.002115679,0.00001571557,0.0000795408,0.000009234425,0.001031079],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01393999,"threshold_uncertainty_score":0.0356456,"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."}}