{"id":"W4388980952","doi":"10.55016/ojs/muj.v1i2.77457","title":"Algorithmic Bias of Social Media","year":2023,"lang":"en","type":"article","venue":"The Motley Undergraduate Journal","topic":"Digital Media and Philosophy","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Popularity; Social media; Visibility; Internet privacy; Content (measure theory); User-generated content; Advertising; Online community; World Wide Web; Promotion (chess); Resistance (ecology); Computer science; Multimedia; Business; Political 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":[0.0007008922,0.0001191236,0.0001792063,0.0001767206,0.0002350432,0.000202234,0.00115068,0.00003932595,0.000007462282],"category_scores_gemma":[0.000160724,0.00007535906,0.000154793,0.0008302284,0.0001186345,0.0003515563,0.0002187881,0.0002830014,0.0002411428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002507681,"about_ca_system_score_gemma":0.0001049755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001776331,"about_ca_topic_score_gemma":0.000001719337,"domain_scores_codex":[0.9985427,0.0001264168,0.0003166975,0.0001304831,0.0005836386,0.0003000266],"domain_scores_gemma":[0.9988944,0.0004457828,0.0002100955,0.0002443332,0.00009737887,0.000108026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000268064,0.0001448591,0.0001969538,0.00003150822,0.00021741,0.0002426463,0.01286441,0.0001676413,0.001776357,0.6499274,0.07795937,0.2564446],"study_design_scores_gemma":[0.0003921909,0.00005940535,0.002318732,0.00002115769,0.00001333271,0.0001806461,0.0001067815,0.003362767,0.0007211203,0.9862889,0.006399368,0.0001355705],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3709345,0.0005934958,0.1061667,0.4389304,0.01703721,0.0006200753,0.00005464234,0.00124612,0.06441689],"genre_scores_gemma":[0.9979738,0.00008531043,0.0007520163,0.0001903635,0.0007072809,0.000002152419,0.000002035495,0.00001312778,0.0002739127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6270393,"threshold_uncertainty_score":0.3099483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06149183996262236,"score_gpt":0.2598489382829592,"score_spread":0.1983570983203369,"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."}}