{"id":"W4413008785","doi":"10.1386/jac_00142_2","title":"‘Marginality and Fragility in African Cinemas’","year":2025,"lang":"en","type":"article","venue":"Journal of African Cinemas","topic":"African history and culture studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; McMaster University; University of Victoria","funders":"","keywords":"Movie theater; Fragility; History; Sociology; Art; Art history; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001870007,0.0001447997,0.0004919202,0.0002409826,0.0003988479,0.00003315147,0.0002671966,0.00008174205,0.0001114305],"category_scores_gemma":[0.000981912,0.0001179288,0.0001172589,0.0009197374,0.0006213944,0.00019935,0.00006190153,0.0003706041,0.000001861658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002741932,"about_ca_system_score_gemma":0.0003595972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005534645,"about_ca_topic_score_gemma":0.002653206,"domain_scores_codex":[0.9982143,0.0003637822,0.0005392529,0.0001915125,0.0003871474,0.0003039767],"domain_scores_gemma":[0.9988129,0.0002629717,0.0003413715,0.0001443953,0.0002859825,0.0001524072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001084771,0.001141617,0.3355756,0.000275636,0.0004918943,0.0003819153,0.272983,0.00004303138,0.001028356,0.2900309,0.07934713,0.01761611],"study_design_scores_gemma":[0.0009572553,0.0001977273,0.2405486,0.0001395266,0.0001020714,0.000008943442,0.1355144,0.00000348204,0.00002256711,0.01324816,0.6090149,0.0002422947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4229126,0.003876504,0.0001960382,0.02274033,0.0006167422,0.000235193,0.000006369271,0.00002937342,0.5493868],"genre_scores_gemma":[0.9962254,0.0002293804,0.0003406284,0.0002170529,0.0002246288,0.000003615711,1.738633e-7,0.000004709665,0.002754398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5733128,"threshold_uncertainty_score":0.4808997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533535899536759,"score_gpt":0.2988340178551588,"score_spread":0.2834986588597913,"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."}}