{"id":"W4411929606","doi":"10.3384/ecp214004","title":"Position Paper","year":2025,"lang":"en","type":"article","venue":"Linköping electronic conference proceedings","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Waterloo","funders":"University of Waterloo; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000149633,0.0001546159,0.0001465573,0.0001674724,0.0001760895,0.0002873902,0.0006859053,0.00007835196,0.0000490766],"category_scores_gemma":[0.00004942351,0.0001532937,0.00006992849,0.0004612297,0.00002971335,0.00112932,0.000170704,0.0003519586,0.0000690142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721607,"about_ca_system_score_gemma":0.0003005902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001627816,"about_ca_topic_score_gemma":0.000003584637,"domain_scores_codex":[0.9987253,0.000008211502,0.0001786781,0.0004239227,0.0001432868,0.000520584],"domain_scores_gemma":[0.9993154,0.00002962326,0.00007284317,0.000148457,0.0003936628,0.00003997681],"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":[0.000009568409,0.00002329311,0.0002151591,0.00001720398,0.00002560993,6.498646e-7,0.0004025976,2.550692e-7,0.1427049,0.8519189,0.001402553,0.003279309],"study_design_scores_gemma":[0.001666171,0.0007057688,0.01792907,0.000878096,0.00008222139,0.00006915443,0.001157166,0.04366519,0.4141681,0.4323055,0.08610244,0.001271091],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06746601,0.0003932638,0.6364457,0.02007128,0.0005741411,0.0004284072,0.000001064929,0.0002587452,0.2743614],"genre_scores_gemma":[0.9943397,0.00005358456,0.0006045569,0.003241437,0.00003994433,0.00003379074,0.00000261993,0.000005509616,0.001678868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9268737,"threshold_uncertainty_score":0.6251134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006125803963427508,"score_gpt":0.2449039640207018,"score_spread":0.2387781600572743,"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."}}