{"id":"W7162202995","doi":"10.59236/emro.v25i8a8036","title":"Fight Like Hell","year":2023,"lang":"","type":"article","venue":"Educational Media Reviews Online","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Battle; Publicity; Movie theater; State (computer science); Clothing; Hollywood; Immigration","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001232787,0.0004621736,0.001413763,0.0006481025,0.0002433106,0.00005925165,0.000498372,0.0001828202,0.007503605],"category_scores_gemma":[0.004296883,0.0004918542,0.0004702804,0.001838566,0.0001596686,0.0002047043,0.0001948378,0.000413447,0.04323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000193111,"about_ca_system_score_gemma":0.000320847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003871612,"about_ca_topic_score_gemma":0.0002081941,"domain_scores_codex":[0.9961608,0.00006479006,0.002030435,0.0008899173,0.0001399006,0.0007141292],"domain_scores_gemma":[0.9968849,0.001026907,0.000829911,0.000715307,0.000138367,0.0004046543],"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":[0.00001061379,0.0008843419,0.01302099,0.0007981624,0.0001326859,0.00000497099,0.003329016,0.000004364815,0.000006852104,0.0239966,0.9334794,0.02433203],"study_design_scores_gemma":[0.0004223209,0.0000429928,0.05964092,0.0003914318,0.00004688684,0.000005157903,0.0002478874,0.0001657701,0.000002771754,0.01054985,0.9280189,0.0004651094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02055986,0.7629969,0.00002469622,0.1642385,0.04028038,0.001519232,0.003068951,0.00008337852,0.007228176],"genre_scores_gemma":[0.006517682,0.8630067,0.002005871,0.00419763,0.0125386,0.0004735042,0.004334768,0.0000891579,0.1068361],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1600409,"threshold_uncertainty_score":0.9997533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0950822547803583,"score_gpt":0.3146829891074693,"score_spread":0.219600734327111,"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."}}