{"id":"W4412161175","doi":"10.1093/isr/viaf015","title":"Challenges and Opportunities for Transnational Advocacy","year":2025,"lang":"en","type":"article","venue":"International Studies Review","topic":"International Development and Aid","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scholarship; Disarmament; Political science; International relations; Human rights; State (computer science); Public administration; China; Politics; Political economy; Sociology; Law","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":[0.0005903626,0.00007572246,0.0001557197,0.00007277508,0.0002091538,0.00002148729,0.0001734741,0.00002273696,0.00009103736],"category_scores_gemma":[0.0004001356,0.00006823417,0.00006073643,0.00003594234,0.0001373349,0.000139368,0.00003981405,0.00003350459,0.000002347022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008702371,"about_ca_system_score_gemma":0.0001233431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003968181,"about_ca_topic_score_gemma":0.0001068436,"domain_scores_codex":[0.9992519,0.00004050168,0.0002078335,0.0001449769,0.0002531608,0.0001016423],"domain_scores_gemma":[0.9990503,0.0003164971,0.00005263577,0.00003490588,0.0005228394,0.00002277898],"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":[0.000003728517,0.00001022972,0.00001132913,0.0002410553,0.0001466723,6.278333e-7,0.0006475456,5.58313e-8,3.937979e-7,0.7620427,0.0123638,0.2245318],"study_design_scores_gemma":[0.000147931,0.000005994315,0.0009914597,0.0006408719,0.00002270934,4.838067e-7,0.001490196,0.0000024524,0.000003242353,0.03991017,0.9567158,0.00006869632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00005308883,0.3455392,0.00009529443,0.3623346,0.0007071136,0.0002596619,0.000007245611,0.00002232279,0.2909814],"genre_scores_gemma":[0.03225662,0.9473668,0.0003926195,0.004843619,0.0001397953,0.0002182271,0.00001656927,0.000003502494,0.01476228],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.944352,"threshold_uncertainty_score":0.2782509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2723159196597669,"score_gpt":0.4431951789652663,"score_spread":0.1708792593054994,"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."}}