{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001312153,0.0001088602,0.000140239,0.00009905015,0.0002257434,0.000111267,0.0007272023,0.00005116314,0.00007023822],"category_scores_gemma":[0.00004634157,0.0001002823,0.0000452469,0.0008340305,0.00004674913,0.0002267556,0.0006403832,0.0001089922,0.0001089334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008176856,"about_ca_system_score_gemma":0.0001294299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252123,"about_ca_topic_score_gemma":0.0003601784,"domain_scores_codex":[0.9990193,0.0000488708,0.0002078794,0.0003854767,0.0001589407,0.0001795878],"domain_scores_gemma":[0.9988817,0.0001782967,0.00005646654,0.0007143764,0.0001054424,0.00006372821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001379486,0.0004515768,0.0009478979,0.00001606721,0.0001876286,0.00002216293,0.001955989,0.0009710409,0.006145618,0.7952247,0.1003907,0.09367292],"study_design_scores_gemma":[0.002125844,0.00004919445,0.003400607,0.0001720749,0.0001022959,0.000001216137,0.002344134,0.8230842,0.01335791,0.08612089,0.06864662,0.0005950436],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001669866,0.00005250489,0.8920326,0.006168657,0.00008544594,0.0001961955,0.000008878857,0.0003527207,0.09943315],"genre_scores_gemma":[0.8256134,0.00004049279,0.1313412,0.005237172,0.00009406493,0.00006642365,0.00003916322,0.00001206142,0.03755596],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8239436,"threshold_uncertainty_score":0.4089393,"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."}}