{"id":"W7075282480","doi":"","title":"Copyright and open norms in seven jurisdictions: Benefits, challenges & policy recommendations","year":2024,"lang":"en","type":"book","venue":"Bournemouth University Research Online (Bournemouth University)","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arcadia Fund","keywords":"Doctrine; Order (exchange); Open government; Norm (philosophy); Developing country; Interpretation (philosophy); Open data; Civil society; Best practice; Sri lanka","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001627843,0.0006732207,0.0009175634,0.003025607,0.001709144,0.0003183749,0.002676948,0.0007892334,0.001004454],"category_scores_gemma":[0.0001290582,0.0007115423,0.000250727,0.00205468,0.001672807,0.0009891717,0.009001294,0.002969218,0.0009762676],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004339962,"about_ca_system_score_gemma":0.0009749482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009395641,"about_ca_topic_score_gemma":0.06362455,"domain_scores_codex":[0.9946516,0.0008984952,0.0004671703,0.001630626,0.001059217,0.001292937],"domain_scores_gemma":[0.9975595,0.0004464431,0.0002522158,0.0008728613,0.0001571917,0.0007117505],"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":[0.002338235,0.00380935,0.005105888,0.002193145,0.00256603,0.004766868,0.1498794,0.001295193,0.00003433407,0.2017195,0.5640492,0.06224282],"study_design_scores_gemma":[0.001480545,0.0001628009,0.002701811,0.0008154777,0.0001440774,0.00003085828,0.01709432,0.00006039735,0.000001376662,0.004139815,0.9725948,0.0007737202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01308893,0.00263458,0.00002177579,0.03391148,0.000264615,0.001828154,0.003276571,0.0002450682,0.9447289],"genre_scores_gemma":[0.002796396,0.03358391,0.0008367227,0.00009479716,0.0003166288,0.000001130348,0.0006147285,0.00008740804,0.9616683],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4085456,"threshold_uncertainty_score":0.9999087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1997523496887415,"score_gpt":0.3375662188055846,"score_spread":0.1378138691168432,"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."}}