{"id":"W4381093535","doi":"10.32920/ifmj.v3i2.1758","title":"Age of Visible Machines is Over","year":2023,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filmmaking; Film director; Context (archaeology); Animation; TRACE (psycholinguistics); Visual arts; Referent; Social media; Computer science; Variety (cybernetics); Aesthetics; Sociology; Multimedia; Media studies; Movie theater; Art; History; World Wide Web; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002195287,0.00009154868,0.0003020449,0.0003002151,0.00006378825,0.00002979737,0.00007659918,0.00003651561,0.0009622607],"category_scores_gemma":[0.000349077,0.00008174003,0.0000916569,0.0001624805,0.00005475646,0.000175243,0.00005917224,0.0001853039,0.0001350995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001760018,"about_ca_system_score_gemma":0.00001077125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004791712,"about_ca_topic_score_gemma":0.00002879089,"domain_scores_codex":[0.9993114,0.000007621483,0.0003364094,0.0001345921,0.00004005709,0.0001699231],"domain_scores_gemma":[0.9993824,0.0001941467,0.0002213376,0.00007493974,0.00003759749,0.00008955138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002298385,0.0001897095,0.6577475,0.0001272843,0.0006788315,0.0002368066,0.05768818,0.000006903463,0.002473815,0.01041819,0.2490583,0.02114463],"study_design_scores_gemma":[0.001397041,0.0001484081,0.7834977,0.0001224791,0.00001931912,0.00007964348,0.001875776,0.0006212084,0.0008724667,0.03455417,0.1765766,0.0002352033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828322,0.002089938,0.00008607968,0.001036253,0.001872003,0.00005228803,0.000135145,0.0000127997,0.01188331],"genre_scores_gemma":[0.9932393,0.003844357,0.00008850388,0.0002137705,0.0003708517,0.000004568944,0.000008422267,0.00001177992,0.00221843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1257502,"threshold_uncertainty_score":0.999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012459252954378,"score_gpt":0.270259849094868,"score_spread":0.2401352565653242,"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."}}