{"id":"W4383750511","doi":"10.56687/9781529218251-007","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":"book-chapter","venue":"Bristol University Press eBooks","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; Geography; Gender studies; Media studies; 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":[0.001245215,0.0003594984,0.0002712441,0.0006267229,0.005054703,0.008896286,0.0005072232,0.001783254,0.004828406],"category_scores_gemma":[0.001061753,0.0001640891,0.000194888,0.001058706,0.01158191,0.004036016,0.004324489,0.003862118,0.0007750671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005274279,"about_ca_system_score_gemma":0.004271324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01604713,"about_ca_topic_score_gemma":0.04657862,"domain_scores_codex":[0.9991872,0.000365482,0.00001780675,0.00005440718,0.0002673392,0.0001078773],"domain_scores_gemma":[0.9995002,0.00021815,0.00003587917,0.00003099308,0.00007028558,0.0001445564],"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":[0.0000190201,0.00004950764,0.00081525,0.0001631539,0.000004476643,0.0006216896,0.2169647,0.0001182135,0.0005142983,0.5919411,0.1161651,0.07262353],"study_design_scores_gemma":[0.00000532005,0.00002212573,0.001596897,0.0005751521,0.000003981555,0.0004727222,0.06809574,0.00008333864,0.0001988088,0.03703146,0.8918969,0.00001759333],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03799519,0.0572953,0.0008631262,0.06714414,0.002667275,0.00003198636,0.00003002935,0.00003092039,0.8339421],"genre_scores_gemma":[0.5634696,0.03895664,0.001120632,0.003317373,0.0007655963,0.0000585409,0.00002748043,0.00004972515,0.3922344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9839529,"threshold_uncertainty_score":0.03826779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02476166674616987,"score_gpt":0.2372652931966359,"score_spread":0.2125036264504661,"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."}}