{"id":"W3191228309","doi":"","title":"Fighting for Social Lives: Public versus Market Pedagogies","year":2021,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Critical and Liberation Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Critical reflection; Social justice; Critical pedagogy; Sociology; Reflection (computer programming); Pedagogy; Critical theory; Public relations; Political science; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005810708,0.00007014661,0.0001542091,0.0000200766,0.0007055231,0.0001199003,0.0001316564,0.000037336,0.01890429],"category_scores_gemma":[0.006863908,0.00006996468,0.0001335947,0.0002373521,0.0001116613,0.0001998684,0.00002520562,0.000066557,0.0001127005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007715563,"about_ca_system_score_gemma":0.002138186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002719971,"about_ca_topic_score_gemma":0.000253207,"domain_scores_codex":[0.9988937,0.0001996793,0.0002184954,0.0001906143,0.0002642057,0.0002333497],"domain_scores_gemma":[0.9979685,0.00126882,0.00005460979,0.00008055713,0.0005314605,0.00009603854],"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":[0.000003346739,0.00006452099,0.00003376592,0.0003519063,0.00001186054,2.55017e-7,0.00111287,1.29311e-8,0.000001996784,0.7639139,0.2106034,0.02390219],"study_design_scores_gemma":[0.0001056648,0.000006749401,0.0003665494,0.0001341942,0.00002567626,7.616189e-7,0.002803696,0.000001258741,0.000002130971,0.01002736,0.9864363,0.000089675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0004222852,0.04947197,0.0000863663,0.5125644,0.001404409,0.0003751361,0.00003844479,0.00004306488,0.4355939],"genre_scores_gemma":[0.08408506,0.1667028,0.0186501,0.04482324,0.02574725,0.002413905,0.001549986,0.00009379524,0.6559339],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.775833,"threshold_uncertainty_score":0.9819925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2249449194507439,"score_gpt":0.4917230015953639,"score_spread":0.2667780821446201,"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."}}