{"id":"W4392436114","doi":"10.58680/la201628638","title":"Professional Book Reviews: Transformative Texts","year":2016,"lang":"en","type":"article","venue":"Language Arts","topic":"African history and culture analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Transformative learning; Pedagogy; Sociology; Mathematics education; Psychology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003327658,0.00005949999,0.0001169798,0.00002407931,0.0003107885,0.000008355481,0.0001132938,0.00004074264,0.006285762],"category_scores_gemma":[0.00008383687,0.00003234111,0.00008541445,0.0001134439,0.0001267479,0.0003046237,0.00000703565,0.00004194366,0.0007844041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005579996,"about_ca_system_score_gemma":0.00004023211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004971405,"about_ca_topic_score_gemma":0.0006433656,"domain_scores_codex":[0.9992759,0.0001606628,0.0001189189,0.000105077,0.0001766483,0.0001627807],"domain_scores_gemma":[0.999701,0.00004322916,0.00005274084,0.00009911138,0.00002467502,0.00007924633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001336625,0.00006277523,0.0001606536,0.00001155398,0.00002780859,0.00002426896,0.5799434,5.31978e-8,0.002752853,0.01886124,0.2788852,0.1192568],"study_design_scores_gemma":[0.00008034641,0.000007584836,0.00005861576,0.00004891309,0.00001470196,3.470895e-7,0.009207677,1.025528e-7,0.0002124157,0.000196367,0.9901016,0.00007133507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02387809,0.02396114,0.001461565,0.01131091,0.0004834766,0.0006133864,0.00002089801,0.0002033923,0.9380671],"genre_scores_gemma":[0.6182657,0.0006114657,0.0001281091,0.002739087,0.0003832617,0.00004610574,0.000003494644,0.000006642252,0.3778161],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7112164,"threshold_uncertainty_score":0.9999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464557807296672,"score_gpt":0.3116545378831377,"score_spread":0.297008959810171,"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."}}