{"id":"W4380682939","doi":"10.37119/ojs2023.v28i2a.675","title":"A Review of Klein, N., & Stefoff, R. (2021)’s How to Change Everything: A Young Human’s Guide to Protecting the Planet and Each Other","year":2023,"lang":"en","type":"review","venue":"in education","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Climate change; Planet; Work (physics); Political science; Economic Justice; Media studies; Global warming; Pandemic; Environmental ethics; Sociology; Law; Coronavirus disease 2019 (COVID-19); Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003517739,0.0001994937,0.0005885209,0.0001956058,0.0003794322,0.00011055,0.0003892763,0.0001766899,0.00005250465],"category_scores_gemma":[0.00213123,0.0001593461,0.00009502068,0.001096525,0.00006023785,0.0001001009,0.00007310995,0.0003802999,0.00007817138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004052617,"about_ca_system_score_gemma":0.001026636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01304973,"about_ca_topic_score_gemma":0.0146355,"domain_scores_codex":[0.9977201,0.0008608246,0.000490204,0.0003397846,0.0003226793,0.0002664418],"domain_scores_gemma":[0.9987259,0.0002899301,0.000377191,0.0003487371,0.0001358796,0.0001223759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[9.07469e-7,0.00009267119,0.0001124343,0.03536576,0.00003686645,1.76306e-7,0.1473836,1.294254e-7,2.975132e-7,0.0008389106,0.0554496,0.7607186],"study_design_scores_gemma":[0.0000155158,0.00000947301,0.000108196,0.04234292,0.00006618103,0.000001708248,0.008648543,1.763506e-7,1.053887e-8,0.00003276767,0.9486118,0.0001626975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008278983,0.9861621,0.000006742235,0.005568873,0.001234667,0.004763915,0.00003669302,0.00003160088,0.002112632],"genre_scores_gemma":[0.00002022284,0.9867292,0.000257879,0.001374042,0.0008040963,0.002061318,0.000112392,0.00003818378,0.00860267],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8931622,"threshold_uncertainty_score":0.9935225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1758746192665109,"score_gpt":0.4650074618556518,"score_spread":0.2891328425891409,"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."}}