{"id":"W4396620219","doi":"10.21153/psj2024vol10no1art1867","title":"“POP/STARS”","year":2024,"lang":"en","type":"article","venue":"Persona Studies","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge; York University","keywords":"Stars; Physics; Astronomy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001014362,0.0005344256,0.0002203081,0.000759895,0.008564903,0.003985335,0.0004981837,0.0006511311,0.01823428],"category_scores_gemma":[0.001423851,0.0002211204,0.0002320665,0.0006983878,0.004275175,0.002583396,0.003922687,0.001945873,0.003619055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001123744,"about_ca_system_score_gemma":0.0008242701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008058839,"about_ca_topic_score_gemma":0.02135238,"domain_scores_codex":[0.9992239,0.0002667829,0.00002486558,0.0001488531,0.0001476084,0.0001878986],"domain_scores_gemma":[0.9994863,0.00007853829,0.00006976606,0.00004251711,0.00008721681,0.0002355678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002993509,0.0001899616,0.01898334,0.0003508499,0.00003253881,0.001488924,0.3591159,0.00009910107,0.003112293,0.3327806,0.1147796,0.1687675],"study_design_scores_gemma":[0.000007621162,0.0001163842,0.01031768,0.0001281914,0.000009004543,0.0005696574,0.17261,0.0001014634,0.0009410357,0.003823443,0.8113464,0.00002913674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3134527,0.001623407,0.003569694,0.006220431,0.001784881,0.0001211109,0.0003751274,0.0001942959,0.6726583],"genre_scores_gemma":[0.7936167,0.0008154386,0.001440739,0.002786903,0.0002189004,0.00008093741,0.0002596759,0.0001933668,0.2005873],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01823428,"threshold_uncertainty_score":0.06099975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09297693359042833,"score_gpt":0.4314783290627775,"score_spread":0.3385013954723491,"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."}}