{"id":"W4391274392","doi":"10.1080/02601370.2024.2309519","title":"Public pedagogues of change: advocacy networks, civil society organisations, and self-help authors in Mexico","year":2024,"lang":"en","type":"article","venue":"International Journal of Lifelong Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Civil society; Public administration; Political science; Sociology; Environmental ethics; Public relations; Self-advocacy; Pedagogy; Politics; Law","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":[0.001031057,0.00007309749,0.0001144302,0.0002678518,0.00007079358,0.0001958872,0.0002541791,0.00008621637,0.00008426776],"category_scores_gemma":[0.0003788845,0.00007185827,0.00007473433,0.0003224837,0.00007285813,0.00073371,0.00002465884,0.0001898697,0.000002535702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002684899,"about_ca_system_score_gemma":0.001959339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004765227,"about_ca_topic_score_gemma":0.000576237,"domain_scores_codex":[0.9988106,0.0001153314,0.0004080687,0.0001104698,0.0004363532,0.0001191841],"domain_scores_gemma":[0.9986711,0.0001759159,0.0002599069,0.00005842934,0.0007458425,0.00008877179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001378261,0.0007874097,0.3593982,0.00006288968,0.0002247342,0.00000412305,0.3528071,0.00001709061,0.00004723495,0.05468541,0.03892533,0.1930266],"study_design_scores_gemma":[0.0004239786,0.0000755974,0.4028594,0.0007887083,0.00007568148,0.00004483803,0.07793854,0.001259132,0.00006867651,0.01058171,0.505586,0.0002977879],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.888127,0.006040366,0.001452525,0.09105492,0.01133958,0.0002118478,0.000003548673,0.00005364602,0.001716604],"genre_scores_gemma":[0.9918857,0.002632962,0.001174265,0.0003033489,0.003340744,0.000009065168,0.00001035928,0.000009588808,0.0006339803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4666606,"threshold_uncertainty_score":0.3475783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06485827086054727,"score_gpt":0.3771640078419032,"score_spread":0.312305736981356,"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."}}