{"id":"W2120164719","doi":"10.3968/j.css.1923669720130904.2589","title":"A Critical Study of the Contradictory Role of Women’s Magazines","year":2013,"lang":"en","type":"article","venue":"Canadian social science","topic":"Media, Gender, and Advertising","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beauty; Ideal (ethics); Set (abstract data type); Affect (linguistics); Gender studies; Aesthetics; Sociology; Psychology; Political science; Art; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008753491,0.00005763192,0.0001367491,0.00008330942,0.001044653,0.0000562268,0.0006237484,0.00004390511,0.0003242604],"category_scores_gemma":[0.001189053,0.00004686551,0.00003520231,0.0007276067,0.002891826,0.0002551279,0.00003185693,0.0000783463,0.000008217568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006593548,"about_ca_system_score_gemma":0.002308306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1946252,"about_ca_topic_score_gemma":0.1388935,"domain_scores_codex":[0.9983218,0.0001395327,0.0001650383,0.000159017,0.0005977115,0.0006168602],"domain_scores_gemma":[0.9989455,0.00009102169,0.00005651669,0.0001238784,0.0002692856,0.0005137657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001961801,0.0001183381,0.1467002,0.00001090919,0.000009702761,0.000001849652,0.7110659,3.233145e-7,0.006187406,0.1194359,0.0007795207,0.01568794],"study_design_scores_gemma":[0.0001938941,0.00005152051,0.2801391,0.00001279885,0.000009215866,2.532372e-7,0.7025865,0.00001611158,0.0002208589,0.006110369,0.01052495,0.0001344364],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8990365,0.00004574231,0.000001188777,0.0005788608,0.0003580432,0.000259198,0.000004382465,0.0000066551,0.09970939],"genre_scores_gemma":[0.9993472,0.000001905486,0.000008840524,0.0002639077,0.0001599019,0.00001778951,4.706562e-8,0.000003316921,0.0001970837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1334389,"threshold_uncertainty_score":0.9998217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01685994321619142,"score_gpt":0.2872779215029341,"score_spread":0.2704179782867427,"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."}}