{"id":"W4412045755","doi":"10.36227/techrxiv.175170679.98030888/v1","title":"Perspective-Aware AI in Extended Reality","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Perspective (graphical); Computer science; Epistemology; Artificial intelligence; Philosophy","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":[0.0009658179,0.0005459355,0.0004500334,0.0003674853,0.0005419173,0.002342649,0.001356824,0.000869136,0.004118254],"category_scores_gemma":[0.00292616,0.0004111677,0.0008530896,0.0002738767,0.001762066,0.003177174,0.005048343,0.001470655,0.0009143405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004412195,"about_ca_system_score_gemma":0.0004859855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001997537,"about_ca_topic_score_gemma":0.001746152,"domain_scores_codex":[0.9990683,0.0003174178,0.00004502268,0.0002348745,0.000248778,0.00008560589],"domain_scores_gemma":[0.9991316,0.0003663073,0.00005919217,0.0002293607,0.0001205887,0.00009302277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005644101,0.0002295483,0.001961529,0.0006692339,0.0001787489,0.001191989,0.008136586,0.1104985,0.08723713,0.4909305,0.007217548,0.2911843],"study_design_scores_gemma":[0.0001137217,0.0003788388,0.001695473,0.0001495964,0.0001005123,0.001023297,0.001294812,0.6053557,0.04281261,0.22668,0.1202419,0.0001535631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008670727,0.000165972,0.9845839,0.0001604911,0.00002998935,0.00004829135,0.00003928486,0.001511362,0.00479001],"genre_scores_gemma":[0.4091583,0.0004637145,0.5837812,0.0002082589,0.00003629546,0.0001770075,0.0002253831,0.00028793,0.00566182],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004118254,"threshold_uncertainty_score":0.01377696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03559516129132087,"score_gpt":0.3560550174039112,"score_spread":0.3204598561125903,"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."}}