{"id":"W4385503908","doi":"10.59350/r9fna-tcb92","title":"Visiting Scholars at the ScholCommLab","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Media studies; Management; Library science; Term (time); Political science; Public relations; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002879363,0.0001270246,0.0001732673,0.0000574838,0.00232752,0.0009106126,0.001152892,0.0001157569,0.00478648],"category_scores_gemma":[0.0005868376,0.00008296445,0.0001871202,0.000155389,0.0004059585,0.0001828288,0.00294942,0.0005630875,0.0008147475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108719,"about_ca_system_score_gemma":0.0001551811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004238287,"about_ca_topic_score_gemma":0.01053417,"domain_scores_codex":[0.9981168,0.0004553322,0.0002126521,0.0003727787,0.0005170607,0.0003254067],"domain_scores_gemma":[0.9987818,0.0002165725,0.0001602469,0.0006582603,0.00008451472,0.00009863255],"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":[0.00001912451,0.0001527319,0.07876714,0.00009893838,0.000898538,0.00002350888,0.04063874,0.0001567042,0.0006182902,0.1801443,0.415487,0.282995],"study_design_scores_gemma":[0.00006154695,0.000005559097,0.00536026,0.0001353953,0.00008755639,4.416299e-7,0.004490498,0.0002739555,0.0001065037,0.01067595,0.9784635,0.0003387961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2945033,0.000177813,0.0004555771,0.006611336,0.0004666731,0.0001634994,0.00003162624,0.0001073629,0.6974828],"genre_scores_gemma":[0.9456416,0.0003384416,0.001712585,0.001498328,0.001996313,0.00001683463,0.00008723857,0.00002065852,0.04868804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6511382,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04093326662745302,"score_gpt":0.3634898562285859,"score_spread":0.3225565896011329,"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."}}