{"id":"W4389987486","doi":"10.2139/ssrn.4658004","title":"Preliminary analysis of ISED’s C-27 list of 300 stakeholder consultation meetings","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Stakeholder; Library science; Political science; Public relations; Computer science","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":[0.002857108,0.00008234965,0.0002555163,0.0003615093,0.0002164683,0.00002723132,0.000260782,0.00008832157,0.00004799829],"category_scores_gemma":[0.0005881995,0.00008165865,0.0001961085,0.002095449,0.0001824614,0.0001607074,0.00002506661,0.0004485041,0.000006972764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003117665,"about_ca_system_score_gemma":0.001413612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002889422,"about_ca_topic_score_gemma":0.02472517,"domain_scores_codex":[0.9977675,0.0001892083,0.0003671177,0.0001268248,0.0005252471,0.001024112],"domain_scores_gemma":[0.9989409,0.0002255776,0.0003535389,0.00009976554,0.0003138794,0.00006636597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000367029,0.000366594,0.04536453,0.00005198865,0.003861337,0.00001376729,0.07672957,0.007835145,0.00184043,0.8489943,0.002789995,0.01178537],"study_design_scores_gemma":[0.003118491,0.001812927,0.04841817,0.0001743977,0.004877799,0.00002069849,0.5843755,0.02015972,0.0002888759,0.318217,0.01755709,0.0009793205],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935222,0.0006237172,0.0003312428,0.001572295,0.0001116034,0.00009824996,0.00002013351,0.00002918508,0.00369138],"genre_scores_gemma":[0.9941204,0.004083799,0.00002694717,0.00003286452,0.00004641066,0.000001059382,0.00002194807,0.000006797628,0.001659761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5307773,"threshold_uncertainty_score":0.9930711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117902576929766,"score_gpt":0.2950737852550905,"score_spread":0.2738947594857929,"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."}}