{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000255685,0.0000933799,0.0001509927,0.00003910528,0.0006588867,0.00005167571,0.00008523626,0.00003582188,0.000137097],"category_scores_gemma":[0.000298757,0.0000683636,0.00007942481,0.0002320581,0.0004358572,0.0001207222,0.00004460643,0.00009218445,0.0003486357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008778862,"about_ca_system_score_gemma":0.000069327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000150562,"about_ca_topic_score_gemma":0.001235331,"domain_scores_codex":[0.9991614,0.00004085392,0.00008039879,0.0001919841,0.0002537108,0.0002716159],"domain_scores_gemma":[0.9996462,0.0001609972,0.00001102102,0.00005635043,0.00007031039,0.00005515924],"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":[0.0000020605,0.000008983462,0.0004884964,0.00005071447,0.0002555762,0.00003986948,0.5580198,6.109812e-8,0.00002700819,0.06993707,0.3468405,0.02432988],"study_design_scores_gemma":[0.00002877702,0.0000113633,0.0002181386,0.00004392745,0.00003206695,3.969982e-7,0.2726141,9.401843e-7,0.00001047705,0.00145356,0.7255085,0.00007773664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01919825,0.2354853,0.00001527468,0.05871755,0.004133309,0.0002587232,0.00001196101,0.000660785,0.6815189],"genre_scores_gemma":[0.9362367,0.01655058,0.0002004897,0.0004153935,0.001545749,0.00004641212,0.000001012314,0.000009989284,0.04499362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9170385,"threshold_uncertainty_score":0.506769,"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."}}