{"id":"W4381233259","doi":"10.46692/9781529218251.008","title":"Aspiration for Collective Progress: Diversity and Digital Intimacy as Practised by Alexandria Ocasio-Cortez (US), Sadiq Khan (UK) and Jagmeet Singh (Canada)","year":2022,"lang":"en","type":"other","venue":"","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Sociology; Anthropology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006562841,0.0003912214,0.0003413045,0.002015266,0.0244564,0.01789673,0.001170677,0.002309084,0.003435375],"category_scores_gemma":[0.007723604,0.0002561231,0.0002649389,0.001610209,0.03285928,0.00658312,0.01337684,0.004079362,0.0003651172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007343709,"about_ca_system_score_gemma":0.007321177,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03490201,"about_ca_topic_score_gemma":0.0620607,"domain_scores_codex":[0.9939368,0.003136068,0.0001452924,0.0005145756,0.001352586,0.0009146541],"domain_scores_gemma":[0.9958045,0.00206761,0.0003835513,0.0003207183,0.0004404035,0.0009832295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001362074,0.00002427563,0.002513379,0.00003963837,0.000004113384,0.0005545679,0.9411616,0.00001694822,0.0003565319,0.04063536,0.00247808,0.01220184],"study_design_scores_gemma":[0.000003404804,0.00001769345,0.002368316,0.0001380993,0.00000543737,0.0002969026,0.9092126,0.00003707125,0.0001352652,0.003197345,0.08457153,0.00001640157],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7311049,0.002586896,0.001021407,0.03129508,0.0003827828,0.00005742109,0.00002699732,0.00002712096,0.2334974],"genre_scores_gemma":[0.9860781,0.0007545953,0.000340401,0.0008170786,0.00003991333,0.00001962935,0.000008785321,0.00001204424,0.0119293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.965098,"threshold_uncertainty_score":0.06939769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510081533753952,"score_gpt":0.2781728063286754,"score_spread":0.2630719909911358,"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."}}