{"id":"W4394904923","doi":"10.56367/oag-042-10775","title":"The critical role of governments in benefit sharing","year":2024,"lang":"en","type":"article","venue":"Open Access Government","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0007157862,0.00007231941,0.0001247067,0.000008382411,0.0005174352,0.0009933123,0.001393764,0.00004347048,0.00007987001],"category_scores_gemma":[0.0002314566,0.0000476569,0.00004583276,0.0002203127,0.0002275518,0.0007468736,0.001489329,0.0001010713,0.00001470384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005122147,"about_ca_system_score_gemma":0.00005092911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01105424,"about_ca_topic_score_gemma":0.0089029,"domain_scores_codex":[0.9985036,0.00002718286,0.000207001,0.0001806161,0.0008066228,0.0002750309],"domain_scores_gemma":[0.9994597,0.0003129687,0.00003888959,0.0001257905,0.00001447987,0.00004820621],"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":[0.00001986693,0.00005194066,0.01644868,0.00001800911,0.00003833008,0.000003703415,0.007043014,0.000003726551,0.00004049603,0.9533321,0.0005242111,0.02247594],"study_design_scores_gemma":[0.0003653882,0.00005279357,0.07816914,0.0004015005,0.00004186433,3.827201e-7,0.07313117,0.0003123455,0.00146671,0.611971,0.2337438,0.0003438675],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1311484,0.001440628,0.000003532438,0.01136343,0.0006767279,0.0004654418,0.00003856429,0.0000201309,0.8548431],"genre_scores_gemma":[0.9920043,0.001197249,0.00001075276,0.000110608,0.0001759624,0.00006347732,2.092231e-7,0.000007412301,0.006430007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8608559,"threshold_uncertainty_score":0.9955312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0634246458026758,"score_gpt":0.4652029904782055,"score_spread":0.4017783446755297,"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."}}