{"id":"W4391617848","doi":"10.32920/25176317","title":"“I Am Inevitable”: Seriality, Nostalgia and the Marvel Cinematic Universe","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Humanities and Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Centre for Social Innovation; St. Francis Xavier University; York University","funders":"","keywords":"Chess endgame; Narrative; Art; Narratology; Universe; Literature; Aesthetics; Studio; Visual arts; Computer science; Astronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00274248,0.000328929,0.0002413099,0.001112478,0.004246403,0.006911781,0.0005172897,0.0007535686,0.003105824],"category_scores_gemma":[0.008643234,0.0002131164,0.0002080211,0.0008173894,0.02044533,0.007118692,0.003885372,0.00290313,0.0001892219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001982784,"about_ca_system_score_gemma":0.001161454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002817141,"about_ca_topic_score_gemma":0.003113833,"domain_scores_codex":[0.997889,0.001507846,0.00004109913,0.0001993806,0.0001878599,0.0001749661],"domain_scores_gemma":[0.9959473,0.002362182,0.0008164542,0.0003112443,0.0002626565,0.0003002313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005227576,0.00004827158,0.006803892,0.0001530673,0.00001601782,0.0004040026,0.5858854,0.0001094579,0.0006314613,0.3919515,0.001573194,0.01237136],"study_design_scores_gemma":[0.00002562563,0.0001586331,0.02756059,0.0008651956,0.00005817493,0.001129086,0.6419758,0.0007824752,0.001863754,0.1286334,0.1968921,0.00005512012],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.695731,0.005779827,0.006710064,0.01131834,0.0004708125,0.00004568792,0.00004849089,0.00004923093,0.2798466],"genre_scores_gemma":[0.9953399,0.0007911476,0.000433435,0.000230045,0.00009210296,0.00001185753,0.00001264803,0.00001564196,0.003073287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006911781,"threshold_uncertainty_score":0.01450384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03252877011171991,"score_gpt":0.3119257185371471,"score_spread":0.2793969484254272,"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."}}