{"id":"W4408270896","doi":"10.29173/pathfinder99","title":"Vanderpump Rules","year":2025,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009672937,0.0005205321,0.0002131723,0.0009178148,0.004257964,0.009125871,0.001112127,0.002499387,0.2291379],"category_scores_gemma":[0.005072333,0.0003668451,0.0003720004,0.0007335491,0.001585146,0.004375397,0.003121619,0.002498389,0.04836259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002711718,"about_ca_system_score_gemma":0.003867528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01956761,"about_ca_topic_score_gemma":0.04653958,"domain_scores_codex":[0.9979304,0.0003101938,0.00008191365,0.0002650881,0.001077367,0.0003350655],"domain_scores_gemma":[0.9984438,0.0004714695,0.00007172396,0.000171443,0.0005055947,0.0003359495],"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":[0.000109224,0.0000461756,0.0007512317,0.0001407414,0.000005701444,0.000608241,0.003533831,0.000229404,0.001192661,0.1690706,0.726472,0.09784025],"study_design_scores_gemma":[0.000002219651,0.000009614299,0.0002599209,0.00003935203,0.000001200054,0.00009951436,0.0005494264,0.00004925636,0.0001908054,0.001465649,0.9973223,0.00001077874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006264552,0.001071329,0.002822713,0.005331852,0.002499327,0.0001231215,0.0005541272,0.0005897824,0.9807432],"genre_scores_gemma":[0.04891736,0.001128596,0.001978646,0.001928439,0.0003735556,0.000109921,0.0004752047,0.0008085936,0.9442796],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2291379,"threshold_uncertainty_score":0.7665426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04253723153141396,"score_gpt":0.3803419056753654,"score_spread":0.3378046741439514,"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."}}