{"id":"W4243213106","doi":"10.1145/3328529.3328530","title":"Introduction to the 2019 International Conference on Social Media &amp; Society","year":2019,"lang":"en","type":"article","venue":"","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; Western University; Toronto Metropolitan University","funders":"","keywords":"Social media; Political science; Library science; Media studies; Public relations; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007466777,0.00006458299,0.00006678196,0.00002593261,0.0003935729,0.0001407837,0.0005217142,0.00007986149,0.007042581],"category_scores_gemma":[0.0003846535,0.00004788087,0.00005852519,0.0001528349,0.00008032061,0.000243992,0.0001503158,0.0001609488,0.004766659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176876,"about_ca_system_score_gemma":0.00008007364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100079,"about_ca_topic_score_gemma":0.00406558,"domain_scores_codex":[0.9989628,0.00009788466,0.00009938019,0.0002250587,0.0004482158,0.0001666936],"domain_scores_gemma":[0.999525,0.00005954015,0.000043025,0.000201623,0.000124505,0.00004638346],"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":[0.0000177924,0.00002489222,0.00008078411,9.005963e-7,0.000009700572,2.818642e-8,0.01422908,0.000001563574,0.0004241033,0.1850875,0.7949252,0.005198477],"study_design_scores_gemma":[0.0001210926,0.00001169777,0.001638994,0.000002169824,0.000003252648,4.013716e-7,0.003970642,0.00003465255,0.00007668007,0.005833263,0.9882193,0.00008785299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1023833,0.00001730213,0.00393949,0.6318981,0.01308151,0.0008799793,0.00008668476,0.0002286359,0.247485],"genre_scores_gemma":[0.9509642,0.0001994215,0.0009462349,0.002658615,0.01647736,0.00002846869,0.0001534493,0.00001064628,0.02856163],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8485809,"threshold_uncertainty_score":0.9960082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.053562942174718,"score_gpt":0.3288462065068805,"score_spread":0.2752832643321625,"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."}}