{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002892131,0.0008262139,0.001255412,0.0008927488,0.001077659,0.003783651,0.002825078,0.002760854,0.009529297],"category_scores_gemma":[0.007913694,0.0004864795,0.001009456,0.001370225,0.002065696,0.00684938,0.002203455,0.001899875,0.0008167226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002116813,"about_ca_system_score_gemma":0.00193544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005059842,"about_ca_topic_score_gemma":0.003972304,"domain_scores_codex":[0.9971923,0.001566444,0.0001028754,0.0003945499,0.0004924767,0.0002514358],"domain_scores_gemma":[0.9959782,0.002734211,0.0002301858,0.0003138364,0.0003684161,0.0003750627],"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":[0.0001021298,0.0001118963,0.000396564,0.00008387004,0.00005468386,0.000167767,0.0005098128,0.1149422,0.001335558,0.8693405,0.001592096,0.01136295],"study_design_scores_gemma":[0.00006057743,0.0000628839,0.0001432485,0.00001294639,0.00002351163,0.00007359133,0.0001207552,0.7135154,0.0001573475,0.282452,0.003351287,0.00002642558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03830342,0.000190653,0.9270251,0.001417708,0.0001209943,0.0001752904,0.0002165625,0.000114707,0.03243563],"genre_scores_gemma":[0.8509594,0.0003481804,0.1214687,0.0002436731,0.0001245709,0.0004077031,0.0001423366,0.00005261632,0.02625288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009529297,"threshold_uncertainty_score":0.03187865,"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."}}