{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003660916,0.001170028,0.0007113188,0.001976395,0.002878137,0.009838617,0.003394797,0.005735259,0.3739447],"category_scores_gemma":[0.01241282,0.0004317476,0.0008988484,0.001903074,0.001235025,0.006982388,0.005085115,0.004071149,0.2420567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003201042,"about_ca_system_score_gemma":0.005169656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002012278,"about_ca_topic_score_gemma":0.002836564,"domain_scores_codex":[0.9959151,0.0005729936,0.0002341272,0.000910379,0.001776331,0.0005910736],"domain_scores_gemma":[0.9899615,0.0008407957,0.0003495174,0.001285822,0.004169956,0.003392325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007261196,0.00007338883,0.0005304398,0.0002428554,0.00000957668,0.0002032138,0.0001900425,0.0002631835,0.0005125822,0.04957977,0.823194,0.1251284],"study_design_scores_gemma":[0.000006577406,0.00003391745,0.0001176026,0.00008240343,0.000002789595,0.0001267628,0.00008965594,0.00009178068,0.0002008049,0.004524258,0.9947168,0.000006689083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002562487,0.008128094,0.02631854,0.07164189,0.205003,0.00061623,0.003583753,0.001791339,0.6803547],"genre_scores_gemma":[0.01552933,0.005335657,0.009703063,0.01160551,0.01904853,0.0003144725,0.004252113,0.0009098345,0.9333015],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6260552,"threshold_uncertainty_score":0.8929918,"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."}}