{"id":"W162270045","doi":"","title":"Focusing on reality TV: exploring women's participation in talent-based competition shows","year":2013,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competition (biology); Reality tv; Reality television; Business; Political science; Advertising; Psychology; Sociology; Media studies; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004802186,0.0007800802,0.000571697,0.002721772,0.01807784,0.009626353,0.002313005,0.002350201,0.004883153],"category_scores_gemma":[0.008753486,0.0006858099,0.0003864452,0.002271198,0.01262846,0.003893657,0.006616092,0.003049981,0.0005706855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01272007,"about_ca_system_score_gemma":0.01098239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3306517,"about_ca_topic_score_gemma":0.5313684,"domain_scores_codex":[0.9946678,0.00243791,0.00008028375,0.0003518134,0.0008463564,0.001615886],"domain_scores_gemma":[0.9940397,0.003184127,0.0004936925,0.0001335875,0.0008451439,0.001303906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001356274,0.00001406802,0.003166153,0.00002642758,0.000002536509,0.0002384999,0.9927546,0.00001092202,0.0002443659,0.00103388,0.0006213594,0.001873548],"study_design_scores_gemma":[0.000001036843,0.00001131451,0.002228282,0.00003128924,0.000001701555,0.00004848517,0.9904881,0.00001655019,0.00005597607,0.00008710784,0.007024268,0.000005976586],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638798,0.0004952628,0.0005871601,0.00333496,0.00009907901,0.00009142797,0.0001693041,0.00001679905,0.03132629],"genre_scores_gemma":[0.9866685,0.0006429487,0.0003736856,0.001003815,0.00003300572,0.00008641443,0.0001157552,0.00003670526,0.01103925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3306517,"threshold_uncertainty_score":0.6574543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04712077348024402,"score_gpt":0.2861850289083621,"score_spread":0.2390642554281181,"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."}}