{"id":"W3185977538","doi":"10.3389/frvir.2021.694660","title":"A Best-Fit Framework and Systematic Review of Asymmetric Gameplay in Multiplayer Virtual Reality Games","year":2021,"lang":"en","type":"article","venue":"Frontiers in Virtual Reality","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Virtual reality; Human–computer interaction; Field (mathematics); Through-the-lens metering; Multimedia; Lens (geology); Engineering","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003255697,0.0003746392,0.001592672,0.0004519994,0.00007860161,0.0001246425,0.001000967,0.000310922,0.000008976253],"category_scores_gemma":[0.008504556,0.0003531425,0.0001800741,0.003511598,0.0002111575,0.0006228216,0.0005355041,0.0006077187,0.000009522112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003132558,"about_ca_system_score_gemma":0.0003551528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006342199,"about_ca_topic_score_gemma":0.0001427967,"domain_scores_codex":[0.9948426,0.001125034,0.00167085,0.0009708035,0.0008084847,0.000582234],"domain_scores_gemma":[0.9958814,0.001000206,0.0005559524,0.001970133,0.0002823418,0.0003099659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002302154,0.005308842,0.01678643,0.2845009,0.0005769571,0.0003369163,0.007847056,0.001193258,0.0002909535,0.4994485,0.02409241,0.1593876],"study_design_scores_gemma":[0.007563793,0.002557253,0.1056112,0.5499231,0.000832885,0.0003408051,0.008702947,0.2038341,0.003313665,0.1071789,0.004886516,0.00525483],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01074027,0.03910607,0.9425133,0.002993997,0.0005995355,0.001942979,0.0001552299,0.0001005626,0.001848067],"genre_scores_gemma":[0.9506836,0.02718611,0.01988971,0.001654372,0.00004694862,0.0002436743,0.00003484761,0.00003101517,0.0002297269],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9399433,"threshold_uncertainty_score":0.9998921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0311410197219235,"score_gpt":0.3091020377239062,"score_spread":0.2779610180019827,"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."}}