{"id":"W7051671747","doi":"","title":"Policy issue networks: Social network analysis case studies","year":2023,"lang":"en","type":"dissertation","venue":"oURspace (University of Regina)","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Regina","keywords":"Social network analysis; Public policy; Network analysis; Social network (sociolinguistics); Degree (music); Policy analysis; Social policy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009378382,0.0002458451,0.0006137139,0.0004067305,0.0006293267,0.00003237772,0.0001950981,0.0001574121,0.0001045826],"category_scores_gemma":[0.0000169639,0.000309788,0.0005126638,0.001581776,0.00008059672,0.0001226336,0.00006867466,0.0002927354,0.0001594335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008246931,"about_ca_system_score_gemma":0.000126392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125889,"about_ca_topic_score_gemma":0.007475696,"domain_scores_codex":[0.9991086,0.00005898596,0.00002867836,0.0003150178,0.0001650647,0.0003236948],"domain_scores_gemma":[0.998688,0.0002284421,0.000443737,0.0002410535,0.0003158044,0.00008297202],"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":[0.00004189916,0.00004075939,0.001230971,0.00006381492,0.004433333,0.0003911325,0.0015016,0.02155748,5.091647e-7,0.005194996,0.9633027,0.002240864],"study_design_scores_gemma":[0.0005761295,0.00008601188,0.001096677,0.0001999363,0.006909069,0.000007850512,0.2243419,0.00267043,0.000005748025,0.0002317617,0.7632176,0.000656805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5857236,0.0003063859,0.006640013,0.3805166,0.004691141,0.0009044741,0.0007363454,0.0003733883,0.02010803],"genre_scores_gemma":[0.1215045,0.0003499414,0.0004843753,0.00001494725,0.002374012,0.000002327887,0.001594073,0.00005502029,0.8736209],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8535128,"threshold_uncertainty_score":0.9999354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212286783661643,"score_gpt":0.2749009264369041,"score_spread":0.2627780586002877,"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."}}