{"id":"W7162659891","doi":"10.59236/emro.v24i7a7830","title":"Coded","year":2022,"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":"Period (music); Representation (politics); Queer; Theme (computing); Imprisonment; Performance art; Ridiculous","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":[0.001466106,0.0003639066,0.001268231,0.0003829867,0.0006144471,0.00003486523,0.0005851085,0.00006247337,0.03954843],"category_scores_gemma":[0.002902295,0.0004381598,0.0004114592,0.0009072303,0.0001366061,0.0001287259,0.0003919286,0.0006471662,0.002386066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005003477,"about_ca_system_score_gemma":0.0004255732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006162559,"about_ca_topic_score_gemma":0.0001041773,"domain_scores_codex":[0.9964769,0.0001373336,0.001930316,0.0007757466,0.0001695722,0.0005100779],"domain_scores_gemma":[0.9972823,0.0006476628,0.00107889,0.0006235476,0.00008278994,0.0002847557],"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":[0.00004413553,0.004485405,0.02908361,0.0005441729,0.0002266316,0.000005274072,0.008214933,0.00003615814,0.000009157531,0.1363036,0.7880627,0.03298425],"study_design_scores_gemma":[0.0005925183,0.00008901809,0.02302488,0.00006602181,0.00004867278,0.00001759957,0.0007554152,0.0001325752,9.470701e-7,0.01425258,0.9605893,0.0004304223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02113281,0.8020729,0.00003651304,0.1392928,0.02587256,0.001268219,0.005112948,0.00001938526,0.005191854],"genre_scores_gemma":[0.1461399,0.7042663,0.01027067,0.01509545,0.01942598,0.00378015,0.008938155,0.0001979618,0.09188541],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1725267,"threshold_uncertainty_score":0.999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08358716499056255,"score_gpt":0.3054183907890367,"score_spread":0.2218312257984741,"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."}}