{"id":"W7130419722","doi":"10.7202/1123394ar","title":"Through My Lens","year":2025,"lang":"en","type":"article","venue":"Performance Matters","topic":"Theatre and Performance Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Power (physics); Lens (geology); Representation (politics); Citizen journalism; Through-the-lens metering; Reflection (computer programming)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006327634,0.0001372126,0.0001529996,0.00007140296,0.0005191609,0.00008274658,0.0001491712,0.00001998191,0.001237001],"category_scores_gemma":[0.000001555124,0.0001093993,0.00005752196,0.00004891643,0.0002257229,0.0005136351,0.0000568172,0.0001059193,0.0006191449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002511296,"about_ca_system_score_gemma":0.00001738204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009711411,"about_ca_topic_score_gemma":0.000129981,"domain_scores_codex":[0.9993175,0.000007826695,0.0001654503,0.0001479984,0.00009290561,0.0002683757],"domain_scores_gemma":[0.9997283,0.00002097205,0.00003249326,0.0001719567,0.00003642487,0.00000985212],"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":[0.00007039359,0.00006710959,0.01213064,0.0004225645,0.0001734235,0.000002025445,0.05873175,0.00004657844,0.00006342388,0.1053336,0.8019031,0.02105538],"study_design_scores_gemma":[0.0002055364,0.00003386167,0.001355759,0.00007661261,0.00002231075,7.437671e-7,0.001913175,0.0000709176,0.0004631036,0.000312976,0.9954023,0.0001426381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3497885,0.000288641,0.00001972449,0.01140259,0.001468276,0.0001072466,0.000009904978,0.0001386333,0.6367764],"genre_scores_gemma":[0.9516527,0.0003714718,0.00003667284,0.01700605,0.000342435,0.00003037623,0.000006510547,0.00001049514,0.03054329],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6062332,"threshold_uncertainty_score":0.999676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373786090755954,"score_gpt":0.2331647015881818,"score_spread":0.2094268406806223,"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."}}