{"id":"W4402585440","doi":"10.3390/info15090573","title":"Exploring Players’ Perspectives: A Comprehensive Topic Modeling Case Study on Elden Ring","year":2024,"lang":"en","type":"article","venue":"Information","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ring (chemistry); Psychology; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.004635602,0.0007720352,0.0005146438,0.002691329,0.003242485,0.002819743,0.001166106,0.00127975,0.001271149],"category_scores_gemma":[0.01466596,0.0002881984,0.0005622941,0.001880337,0.001340254,0.00301998,0.001466843,0.001243312,0.0005484225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002136195,"about_ca_system_score_gemma":0.0009508903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104913,"about_ca_topic_score_gemma":0.02880524,"domain_scores_codex":[0.9951841,0.003157071,0.0001387943,0.0005269631,0.0007238042,0.0002692191],"domain_scores_gemma":[0.9826338,0.01387525,0.0009986834,0.0005354332,0.001225221,0.0007315832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001375278,0.001396786,0.1593312,0.001142909,0.0002649684,0.0167323,0.5513151,0.01837376,0.0230447,0.01553156,0.01629035,0.1952012],"study_design_scores_gemma":[0.0001285017,0.001457111,0.1139744,0.0006144384,0.0002660478,0.007235378,0.4146399,0.2686714,0.01945128,0.01139561,0.1616678,0.0004982413],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709266,0.000265382,0.02172649,0.0008875333,0.00003204653,0.0001730156,0.0003099501,0.0001542904,0.005524688],"genre_scores_gemma":[0.9800521,0.0001772333,0.01478188,0.0001112704,0.00002706262,0.00009737335,0.0003719951,0.00009042862,0.004290682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01104913,"threshold_uncertainty_score":0.02451569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3131305822500731,"score_gpt":0.4243133480929229,"score_spread":0.1111827658428498,"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."}}