{"id":"W4392505694","doi":"10.1007/978-3-031-46297-9_16","title":"The School Systems Remix: Building Democratic School Systems Through Hip-Hop","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Democracy; Sociology; Political science; Politics","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001289269,0.0004383629,0.0005658839,0.0001020973,0.002805051,0.001644183,0.0007557829,0.0005022984,0.0006379316],"category_scores_gemma":[0.0002492747,0.0002371236,0.0003004956,0.0001558632,0.0004833078,0.0003121606,0.0002520906,0.0007442429,0.00503228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060738,"about_ca_system_score_gemma":0.0008720583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005998716,"about_ca_topic_score_gemma":0.0003700368,"domain_scores_codex":[0.9967777,0.00006798962,0.0007325424,0.0005976684,0.001189316,0.0006348359],"domain_scores_gemma":[0.9980305,0.0003261581,0.0003634457,0.000565648,0.0003892661,0.0003250268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002188123,0.000003946882,0.00001543148,0.0001247189,0.0002678366,0.000006948808,0.001007085,0.00001096276,6.014078e-7,0.7625997,0.2357983,0.0001623074],"study_design_scores_gemma":[0.000067327,0.0000164173,0.000001991482,0.0008834238,0.0001350313,0.000005043954,0.05085291,0.000020652,3.08302e-7,0.02517357,0.9224814,0.0003619941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001919078,0.02574882,0.00006813987,0.003269481,0.02183722,0.001229378,0.00001914436,0.0003250435,0.9474836],"genre_scores_gemma":[0.00397473,0.01249863,0.00004409498,0.0001682387,0.004925341,0.00006980921,0.000005843604,0.00006944544,0.9782439],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7374261,"threshold_uncertainty_score":0.9993922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03871768413388291,"score_gpt":0.3156689155860892,"score_spread":0.2769512314522062,"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."}}