{"id":"W7163570917","doi":"10.18192/politika.8210","title":"The Outsider Within","year":2023,"lang":"","type":"article","venue":"Politika – Undergraduate Journal of International Affairs Politics and Policy","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003398283,0.0003814778,0.0004171779,0.0008817526,0.001708684,0.001262073,0.001151507,0.000221028,0.0000876199],"category_scores_gemma":[0.004631091,0.0002918322,0.0003744959,0.000948807,0.001544629,0.000969876,0.0001996049,0.0008754477,0.0004491672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005584502,"about_ca_system_score_gemma":0.003615063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003431215,"about_ca_topic_score_gemma":0.0007104956,"domain_scores_codex":[0.9946016,0.0007405331,0.001494885,0.0002960406,0.001724114,0.001142827],"domain_scores_gemma":[0.9919333,0.003839431,0.001748903,0.0002544292,0.001371553,0.0008524191],"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":[0.00004471229,0.00008807705,0.001755183,0.00003066387,0.0005309702,0.00002634876,0.01626251,0.00005199629,0.00001196307,0.9522974,0.02773213,0.001168057],"study_design_scores_gemma":[0.0004916866,0.0001463176,0.002925649,0.0001462054,0.0001116926,0.0001983942,0.08567569,0.0002873862,0.00005531585,0.506323,0.4033566,0.0002820896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02373192,0.001495972,0.00001794879,0.790746,0.008038286,0.0001756258,0.0001727144,0.00003461104,0.175587],"genre_scores_gemma":[0.9359055,0.02381719,0.00009778672,0.002046024,0.009754071,0.000005145726,0.00001191482,0.00004417064,0.02831818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9121736,"threshold_uncertainty_score":0.9999534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04560762552390037,"score_gpt":0.3774340419882352,"score_spread":0.3318264164643348,"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."}}