{"id":"W4412128800","doi":"10.63567/r3mq6264","title":"Reimagining Copyright Collective Management for Nigerian Creators: Learning from International Models","year":2024,"lang":"en","type":"article","venue":"Journal of open access to law","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Knowledge management; Computer science; Political science; Sociology; World Wide Web; Data science; Business","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006290626,0.00008262559,0.0001684745,0.00009609995,0.0004373385,0.007393645,0.001247269,0.00004078408,0.00124226],"category_scores_gemma":[0.00005148491,0.00005868887,0.00006089449,0.000275702,0.00004329214,0.004225178,0.0003937014,0.0001927192,0.000008590366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004972281,"about_ca_system_score_gemma":0.0002843091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00300195,"about_ca_topic_score_gemma":0.001067465,"domain_scores_codex":[0.9989636,0.00005290027,0.0003056877,0.0001589486,0.0003545617,0.0001643317],"domain_scores_gemma":[0.9993129,0.0001194538,0.0001353284,0.00004572258,0.0002585101,0.0001281086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001760884,0.00003134438,0.000245793,0.000007577283,0.0004115935,0.00007833241,0.01083379,0.00214047,0.00002273276,0.04623742,0.9181046,0.02171029],"study_design_scores_gemma":[0.0002350019,0.00003687298,0.000111444,0.0002389922,0.00002849003,0.000001707057,0.003467591,0.0005143762,0.0001734521,0.01278926,0.9822978,0.000105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008400726,0.000315206,0.01493588,0.1113042,0.004685036,0.001323218,0.00002964436,0.0000447752,0.8589613],"genre_scores_gemma":[0.7992482,0.0001893691,0.01015321,0.00141027,0.001603363,0.00007167799,0.00001397395,0.00002595226,0.187284],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7908474,"threshold_uncertainty_score":0.9996707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1526757126021102,"score_gpt":0.4376008015992413,"score_spread":0.2849250889971311,"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."}}