{"id":"W4409771364","doi":"10.21203/rs.3.rs-6225861/v1","title":"A New Game Model of Multi-factor Knowledge Sharing","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nipissing University","funders":"","keywords":"Factor (programming language); Computer science; Knowledge sharing; Knowledge management; Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002834048,0.0002349502,0.0004554964,0.0009431089,0.0004572712,0.0003034659,0.001986263,0.0004310261,0.0005331062],"category_scores_gemma":[0.001201763,0.0002501391,0.0002803282,0.0008429003,0.0002282486,0.0001459079,0.006003393,0.00137445,0.0001050444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005266049,"about_ca_system_score_gemma":0.002395523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004768702,"about_ca_topic_score_gemma":0.008325203,"domain_scores_codex":[0.996327,0.0003942329,0.0004119688,0.0007722418,0.001101438,0.000993062],"domain_scores_gemma":[0.9976012,0.0003244567,0.0001072621,0.0007963331,0.0008587162,0.0003120475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001615119,0.001237581,0.03744246,0.0148923,0.0006504187,0.00002361321,0.3240125,0.01104796,0.000348875,0.3603137,0.03260541,0.2172637],"study_design_scores_gemma":[0.002089428,0.0001120898,0.00460005,0.01038234,0.0001115771,7.480322e-8,0.01447528,0.7930519,0.0006556857,0.06771911,0.1051992,0.001603265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02601439,0.006724901,0.02913722,0.0008037835,0.00132474,0.003671762,0.0001897812,0.0004263459,0.9317071],"genre_scores_gemma":[0.6881379,0.0008791902,0.002091897,0.000005090013,0.0005477529,0.00009737683,0.00002091281,0.00002782207,0.308192],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7820039,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3065161904191084,"score_gpt":0.5019832690648283,"score_spread":0.1954670786457198,"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."}}