{"id":"W4407368296","doi":"10.2139/ssrn.5067107","title":"Side Wind: The Right-Holder's Quest for Intellectual Property Enforcement","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Intellectual Property and Patents","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Enforcement; Intellectual property; Property (philosophy); Business; Law and economics; Law; Sociology; Political science; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.002010531,0.0002613193,0.0002271884,0.0002365679,0.001143942,0.0004680121,0.0006853438,0.0000927769,0.0003661592],"category_scores_gemma":[0.0005488264,0.0001276033,0.0002130193,0.0003937286,0.00008625475,0.0005518766,0.0001479193,0.001022081,0.0003025884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003172569,"about_ca_system_score_gemma":0.0007846431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004845464,"about_ca_topic_score_gemma":0.00142827,"domain_scores_codex":[0.9971012,0.00003423723,0.0004262959,0.0002734616,0.0002671979,0.001897603],"domain_scores_gemma":[0.9991207,0.0001637894,0.0001735985,0.0002274844,0.0003005617,0.00001391982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009949049,0.0002748615,0.0001952265,0.0001261498,0.0007304301,0.000004405256,0.0004385909,0.0002686401,0.0003734487,0.8411859,0.05336234,0.1020451],"study_design_scores_gemma":[0.00108676,0.0001386779,0.00002827086,0.00009529322,0.000145288,0.00003341782,0.001296674,0.004498104,0.000365152,0.1780091,0.814037,0.0002662883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1321899,0.006643175,0.1261421,0.0375519,0.007081604,0.005532491,0.000007405884,0.0005279399,0.6843235],"genre_scores_gemma":[0.9509635,0.0003414074,0.00001658011,0.004806515,0.001457215,0.00003443922,0.00001210285,0.00003103266,0.04233722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8187736,"threshold_uncertainty_score":0.8798391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03919106435742955,"score_gpt":0.2312619982778292,"score_spread":0.1920709339203997,"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."}}