{"id":"W4411339779","doi":"10.2139/ssrn.5243593","title":"Emotional Impact of Content Removals on Female Reddit Users","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Content (measure theory); Psychology; Media content; Internet privacy; Advertising; Multimedia; Business; Computer science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007512982,0.0001683574,0.0002379305,0.0004660464,0.0005885092,0.00110258,0.0001675891,0.0005206378,0.01158341],"category_scores_gemma":[0.00911725,0.0001243261,0.0002974286,0.0003078531,0.0002585657,0.0004261736,0.0004255498,0.000729193,0.001402533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003397773,"about_ca_system_score_gemma":0.0002205788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169263,"about_ca_topic_score_gemma":0.00307496,"domain_scores_codex":[0.999402,0.0002415338,0.00003536019,0.00004726696,0.0001664811,0.0001072758],"domain_scores_gemma":[0.991134,0.005634749,0.001338675,0.0002665897,0.0007079205,0.0009180159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.006106646,0.003751898,0.831771,0.0003185567,0.0002074498,0.001180265,0.02286854,0.0003441189,0.02247239,0.000526997,0.003361876,0.1070902],"study_design_scores_gemma":[0.00003561674,0.001105912,0.9824484,0.00002379303,0.00008684731,0.0002689374,0.01165316,0.0004239012,0.001544642,0.00009763183,0.002282835,0.00002825236],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967582,0.00006499985,0.00003818896,0.0001777705,0.00001395976,0.000008877189,0.0001016865,0.000005394546,0.002831053],"genre_scores_gemma":[0.9957613,0.0001164879,0.00009114102,0.0001079452,0.00002510641,0.00001599388,0.0001038376,0.000008214286,0.003769838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01158341,"threshold_uncertainty_score":0.03875041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1385083162256855,"score_gpt":0.4148671709744673,"score_spread":0.2763588547487817,"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."}}