{"id":"W4379653785","doi":"10.32920/ifmj.v3i1.1679","title":"Reconstructing Transnational History","year":2023,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Context (archaeology); Sociology; Dialectic; Media studies; Visual arts; World history; History; Aesthetics; Literature; Epistemology; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.0003150366,0.00005886485,0.00009214783,0.0002474424,0.00009711681,0.00008420442,0.0001522828,0.00002669336,0.0001671684],"category_scores_gemma":[0.0001581144,0.00005048246,0.00005622365,0.0001645089,0.00002536518,0.000721215,0.00003135916,0.0001924113,0.0000139237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007827676,"about_ca_system_score_gemma":0.00008884694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001354443,"about_ca_topic_score_gemma":0.000005118313,"domain_scores_codex":[0.9993407,0.00005691368,0.0001752327,0.0001275653,0.0001821877,0.0001174723],"domain_scores_gemma":[0.9993954,0.0002359135,0.0000987789,0.00006118145,0.000118216,0.00009050139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000409346,0.00007171177,0.01744602,0.00001674785,0.0002876059,0.0002787642,0.03771777,0.0003248159,0.005808551,0.1683883,0.04549928,0.7241195],"study_design_scores_gemma":[0.001679962,0.0001405999,0.06853972,0.0001203617,0.00006275166,0.00185779,0.003307112,0.7145978,0.00183511,0.04668126,0.1605593,0.0006182794],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3671244,0.0004098882,0.6027811,0.01103837,0.008703394,0.00009442936,0.000007234494,0.0001847198,0.009656479],"genre_scores_gemma":[0.9958838,0.00009549869,0.003220122,0.0002104935,0.0002156279,0.000002138091,0.00000579398,0.000004216828,0.000362262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7235013,"threshold_uncertainty_score":0.2058615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135871155958385,"score_gpt":0.2383376931840402,"score_spread":0.2169789816244564,"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."}}