{"id":"W4240176606","doi":"10.1007/978-1-4939-7131-2_101125","title":"Social Media","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Social media; Sociology; Computer science; World Wide Web","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004452756,0.0001417309,0.0001777354,0.00007489315,0.0006663143,0.00008863064,0.0005040085,0.000563018,0.02212637],"category_scores_gemma":[0.000323683,0.0001394015,0.0001021849,0.00002475774,0.0005273898,0.0001588336,0.0002258162,0.0002365805,0.003104682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001110751,"about_ca_system_score_gemma":0.0001945196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006176591,"about_ca_topic_score_gemma":0.01329052,"domain_scores_codex":[0.998859,0.00003323053,0.0001526681,0.0002603423,0.0004749116,0.0002198808],"domain_scores_gemma":[0.9994065,0.00007260561,0.0001019998,0.0002121035,0.0001141159,0.00009264844],"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":[0.000004047838,0.000003815258,6.215946e-7,0.000004046821,0.00001082783,0.000001566551,0.006112927,2.699212e-10,6.550951e-7,0.6790024,0.3085864,0.006272691],"study_design_scores_gemma":[0.00003955484,0.00000633742,0.000004751845,0.000006146025,0.00001122652,1.689147e-7,0.0002009077,1.425644e-7,0.000002970377,0.3845824,0.6150293,0.0001160922],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001057538,0.00009545414,0.00009880815,0.001592535,0.001081045,0.0001692961,0.00003965784,0.0001907032,0.9967219],"genre_scores_gemma":[0.002406438,0.0004352366,0.0002090628,0.0003140393,0.01311884,0.000007143434,0.00009946772,0.00003136981,0.9833784],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3064429,"threshold_uncertainty_score":0.9976715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06295941450880713,"score_gpt":0.3158968073898101,"score_spread":0.252937392881003,"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."}}