{"id":"W4241016920","doi":"10.2139/ssrn.3935019","title":"Pump Up the Volume: The Importance of Listening to Stakeholders in Copyright Reform and Regulation","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Copyright and Intellectual Property","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Active listening; Volume (thermodynamics); Regulatory reform; Business; Copyright law; Accounting; Political science; Psychology; Law; Intellectual property","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":[0.00138996,0.0001059926,0.0001357333,0.00008740027,0.0002832912,0.000199303,0.0002234794,0.00003449139,0.0003850789],"category_scores_gemma":[0.000156612,0.00005391731,0.00005576831,0.0005041226,0.00005534142,0.0005491756,0.00009555416,0.0006823299,0.00001573676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526281,"about_ca_system_score_gemma":0.0003156674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004688931,"about_ca_topic_score_gemma":0.009812132,"domain_scores_codex":[0.9986116,0.00002264011,0.0003069806,0.0001517358,0.0002178118,0.0006891734],"domain_scores_gemma":[0.9994218,0.00002894474,0.0001725294,0.0001792289,0.0001882084,0.000009305322],"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":[0.001290203,0.0002673633,0.08295797,0.0002348899,0.0005902912,0.00003826028,0.006058978,0.0003140628,0.01271988,0.6068049,0.05443206,0.2342912],"study_design_scores_gemma":[0.002940331,0.0002576417,0.06716046,0.0004029823,0.0002356802,0.0004965028,0.04185195,0.05829649,0.002812027,0.4167071,0.4078521,0.0009866573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957429,0.0023601,0.0007236577,0.01272784,0.0002793637,0.0002114574,3.992886e-7,0.00001549827,0.02625266],"genre_scores_gemma":[0.9916604,0.0002960633,0.000008517844,0.0008379855,0.0003374201,0.000003727362,0.000002581642,0.00001330125,0.006840042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3534201,"threshold_uncertainty_score":0.54754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495848033168171,"score_gpt":0.2232134833172111,"score_spread":0.1982550029855294,"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."}}