{"id":"W4410316530","doi":"10.32920/ifmj.v4i1-2.2043","title":"Queer Representation Matters","year":2024,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Queer; Representation (politics); Geology; Art; Sociology; Political science; Gender studies; Law; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005188189,0.0003845589,0.0004930898,0.000889234,0.01899672,0.01638116,0.001673898,0.007564318,0.1083318],"category_scores_gemma":[0.02201748,0.0002797412,0.0005866071,0.001253018,0.01476601,0.01285028,0.009198217,0.01124344,0.01476699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007214141,"about_ca_system_score_gemma":0.008569189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03254835,"about_ca_topic_score_gemma":0.03291916,"domain_scores_codex":[0.9914784,0.002873111,0.0002831127,0.001034743,0.002021239,0.002309444],"domain_scores_gemma":[0.9890559,0.003952458,0.0009803126,0.001016579,0.001569167,0.003425685],"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":[0.00005006688,0.00006337297,0.002408454,0.0001375276,0.00001738074,0.0007507497,0.04699546,0.00005578401,0.0003734959,0.4280775,0.4572344,0.06383571],"study_design_scores_gemma":[0.000007871079,0.00001927717,0.0008885807,0.000307372,0.000008984752,0.0004579135,0.02651929,0.00003853961,0.0002151183,0.01482377,0.9566962,0.00001720041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01426276,0.007022131,0.00123803,0.5061707,0.009590637,0.00004461027,0.000246584,0.0001867176,0.4612379],"genre_scores_gemma":[0.4004956,0.005660072,0.0004380868,0.2016615,0.005922966,0.00005659975,0.0002360744,0.0004086328,0.3851205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1083318,"threshold_uncertainty_score":0.362406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636681020598884,"score_gpt":0.373144538124497,"score_spread":0.3467777279185081,"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."}}