{"id":"W4313304104","doi":"10.32920/ifmj.v2i4.1683","title":"Iterative Loops","year":2022,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Field (mathematics); Storytelling; Perspective (graphical); Sociology; Digital storytelling; Digital media; Visual arts; Social media; Diversity (politics); Media studies; Computer science; Multimedia; Art; World Wide Web; Literature","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":[0.0002211547,0.00008520293,0.0001203088,0.0001056368,0.001042971,0.0001867857,0.00009924519,0.000008260953,0.04305141],"category_scores_gemma":[0.0001229124,0.00006559625,0.00004766147,0.00002123827,0.0002012437,0.0002662996,0.000115052,0.0005762783,0.00004748331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006550096,"about_ca_system_score_gemma":0.00006127918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002110843,"about_ca_topic_score_gemma":0.00003537194,"domain_scores_codex":[0.9991228,0.0001699014,0.0001426338,0.0001103523,0.0002666069,0.0001877357],"domain_scores_gemma":[0.9992695,0.0003346691,0.00007842974,0.00004654818,0.0001437936,0.000127],"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":[0.0006642069,0.0003129762,0.001402253,0.00001147274,0.0002830258,0.0005379191,0.4184195,0.000009060783,0.0002788368,0.379563,0.1424598,0.05605792],"study_design_scores_gemma":[0.0005528597,0.0004026163,0.000886471,0.00002187707,0.0000184888,0.0003997021,0.2203091,0.000234448,0.0001111334,0.005976292,0.7709457,0.0001412977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3236884,0.001137546,0.0006154764,0.002140822,0.001529375,0.0001909086,0.0002837162,0.0000307275,0.6703831],"genre_scores_gemma":[0.9862239,0.00005308813,0.00002958093,0.0003039723,0.0008086672,0.00002176852,0.000009236158,0.000009103207,0.01254073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6625355,"threshold_uncertainty_score":0.9578234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03430329680949873,"score_gpt":0.2848779016577959,"score_spread":0.2505746048482972,"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."}}