{"id":"W3042453202","doi":"10.3390/soc10030051","title":"Before #MeToo: Violence against Women Social Media Work, Bystander Intervention, and Social Change","year":2020,"lang":"en","type":"article","venue":"Societies","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Social media; Public relations; Scholarship; Intervention (counseling); Conversation; Social work; Political science; Harassment; Sociology; Criminology; Social psychology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006462244,0.0001688977,0.0002714702,0.00002790451,0.0009138325,0.0001230312,0.000245321,0.0002449099,0.0002037363],"category_scores_gemma":[0.000173829,0.0001700252,0.0001660724,0.0002845628,0.0008402754,0.000238764,0.000117505,0.0002463166,0.00002739174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000141175,"about_ca_system_score_gemma":0.0001112538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003870532,"about_ca_topic_score_gemma":0.0002221823,"domain_scores_codex":[0.9981951,0.0001762881,0.0002258792,0.0002962518,0.0005426925,0.00056376],"domain_scores_gemma":[0.9994429,0.00007066256,0.0001192577,0.00005576386,0.0001037909,0.000207606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001506925,0.00002267213,0.002230206,0.00005762941,0.00003356266,0.000002069284,0.9371812,1.789949e-8,0.00001014797,0.001985877,0.01545615,0.04300534],"study_design_scores_gemma":[0.0006094545,0.00004915739,0.01699544,0.00003931233,0.00002510563,1.404316e-7,0.9178214,0.000001790972,0.00001248717,0.007272265,0.05690455,0.0002688929],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762002,0.001058899,0.00004081031,0.01720399,0.0008286537,0.0002904417,0.00004056067,0.000200129,0.004136303],"genre_scores_gemma":[0.9924784,0.0005228045,0.0000422098,0.003081602,0.003072091,0.00008862036,0.000020071,0.00002007817,0.0006740981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04273644,"threshold_uncertainty_score":0.7028553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07062504373924995,"score_gpt":0.2950375797243441,"score_spread":0.2244125359850941,"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."}}