{"id":"W4403157917","doi":"10.29173/comp94","title":"Cosplay as armour","year":2024,"lang":"en","type":"article","venue":"COMPASS","topic":"Comics and Graphic Narratives","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Armour; Art; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005363305,0.00006587907,0.00007692297,0.0000595705,0.0001308033,0.0003109687,0.00008311677,0.0000118448,0.004153711],"category_scores_gemma":[0.00000402776,0.00005145579,0.000058911,0.00002590246,0.00008517926,0.00006853957,0.00002211343,0.00008743688,0.0008601805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007814735,"about_ca_system_score_gemma":0.00001966927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000529123,"about_ca_topic_score_gemma":0.0001900691,"domain_scores_codex":[0.999633,0.0000109947,0.00007924817,0.0001110102,0.00006791939,0.0000978594],"domain_scores_gemma":[0.999794,0.00005009229,0.000009332736,0.00008992704,0.00002398207,0.00003263118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002487029,0.00001091868,0.0000143904,0.00001111433,0.00002175252,0.00001382297,0.00881288,5.797201e-7,0.00004386888,0.8832926,0.1061371,0.001638485],"study_design_scores_gemma":[0.00005224344,0.00002791101,0.00007932397,0.0000273405,0.000006959516,0.000003170652,0.001023371,0.0005235903,0.00005978117,0.05591105,0.9422064,0.00007885264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2515027,0.003067555,0.00007472019,0.005637219,0.002500627,0.0001063836,0.00002996619,0.0002650541,0.7368158],"genre_scores_gemma":[0.9677818,0.00001764833,0.000007336155,0.0002241975,0.0005086487,0.000006921432,0.000005751945,0.000008936814,0.03143873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8360693,"threshold_uncertainty_score":0.9999177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02866232321030527,"score_gpt":0.254619409478537,"score_spread":0.2259570862682317,"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."}}