{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001792052,0.0009584904,0.0008207717,0.005688312,0.002433028,0.009564742,0.001113435,0.001720774,0.0834173],"category_scores_gemma":[0.01141626,0.0006268621,0.0004301891,0.009915894,0.002607712,0.004534573,0.002225166,0.003415375,0.05422086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003546165,"about_ca_system_score_gemma":0.005193892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004097191,"about_ca_topic_score_gemma":0.009004544,"domain_scores_codex":[0.9969602,0.0007138925,0.0001973343,0.000196487,0.001774813,0.0001572899],"domain_scores_gemma":[0.9919479,0.003867793,0.0005257718,0.0006512593,0.002583358,0.0004238395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006054419,0.00001186714,0.00001643463,0.0003932813,0.000002246517,0.0000257628,0.0004404984,0.0000485067,0.00007435159,0.008440448,0.9477935,0.04274697],"study_design_scores_gemma":[0.000001144792,0.000002274802,0.00004219422,0.0004447683,8.27774e-7,0.00002592052,0.0002029609,0.000009384101,0.00001810291,0.001031063,0.9982188,0.00000237774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.000698574,0.2744582,0.003016314,0.04355611,0.08795314,0.0002042296,0.0009482539,0.0005664041,0.5885988],"genre_scores_gemma":[0.0103105,0.2458792,0.003800847,0.01845208,0.03557796,0.0004798136,0.001549829,0.0008686988,0.683081],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0834173,"threshold_uncertainty_score":0.2790586,"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."}}