{"id":"W4413338725","doi":"10.1145/3721244.3742456","title":"Creating a Universe from Scratch: Studio Syro's Handcrafted VR Pipeline","year":2025,"lang":"en","type":"article","venue":"","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inro Consultants (Canada)","funders":"","keywords":"Scratch; Studio; Pipeline (software); Computer science; Artificial intelligence; Programming language; Telecommunications","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":[0.001707552,0.001019008,0.0004773854,0.001136548,0.001446625,0.004068084,0.001521684,0.001123902,0.035441],"category_scores_gemma":[0.002917438,0.00110566,0.001187307,0.0004097424,0.002002848,0.003741322,0.007422718,0.002169478,0.006911823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006945106,"about_ca_system_score_gemma":0.0009231727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001429105,"about_ca_topic_score_gemma":0.003466896,"domain_scores_codex":[0.9989157,0.0002972849,0.00004505527,0.0001856357,0.0003942614,0.0001620899],"domain_scores_gemma":[0.9990471,0.0002947287,0.0000216231,0.0003512055,0.00009101311,0.0001943224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006479945,0.0004649557,0.001964472,0.0009941015,0.0001326549,0.001344779,0.02473125,0.02007175,0.09412464,0.215731,0.09834879,0.5414435],"study_design_scores_gemma":[0.0001738344,0.0003514024,0.001525686,0.0003016961,0.00005170506,0.001812441,0.001901712,0.023556,0.01880189,0.02877085,0.9225834,0.0001694671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03483181,0.001030626,0.7003542,0.001055914,0.0004543744,0.0005354861,0.0005507813,0.02229423,0.2388926],"genre_scores_gemma":[0.2161681,0.001157784,0.6670521,0.0004323765,0.0001369271,0.0004254503,0.001491575,0.01236914,0.1007664],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.035441,"threshold_uncertainty_score":0.118562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401657349904219,"score_gpt":0.2636889593275146,"score_spread":0.2496723858284724,"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."}}