{"id":"W7044158522","doi":"","title":"Working With Academic Literacies : Case Studies Towards Transformative Practice, Perspectives on Writing","year":2015,"lang":"en","type":"book","venue":"BiblioBoard Library Catalog (Open Research Library)","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Semiotics; Meaning (existential); Perspective (graphical); Higher education; Academic writing; Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts","scholarly_communication"],"category_scores_codex":[0.00548416,0.0008203638,0.001154339,0.005282821,0.003859602,0.003621073,0.003178834,0.0006571622,0.0008761405],"category_scores_gemma":[0.001984661,0.0006499877,0.0002255927,0.008722442,0.004063148,0.0267014,0.00209175,0.004272495,0.0003690251],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004598361,"about_ca_system_score_gemma":0.009899946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584382,"about_ca_topic_score_gemma":0.00005078121,"domain_scores_codex":[0.9893605,0.003810625,0.0008974559,0.001428616,0.002945678,0.00155719],"domain_scores_gemma":[0.990023,0.00685037,0.0005755685,0.0007678702,0.0009863944,0.0007967621],"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":[0.0005355677,0.0001456217,0.0001001012,0.0001177863,0.0004831112,0.001448283,0.1149869,0.000001505767,1.156399e-7,0.3713582,0.5080658,0.002756972],"study_design_scores_gemma":[0.0003719484,0.0004657624,0.00001326804,0.001626023,0.00006415126,0.0001424525,0.3129468,4.352535e-7,0.0000148285,0.05393454,0.6298261,0.0005937308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001052088,0.04794503,0.000001502806,0.03312297,0.0004094616,0.002628417,0.0003262825,0.0003951399,0.9141191],"genre_scores_gemma":[0.01404114,0.08442801,0.001728934,0.001595819,0.003716128,0.00096691,0.0007572467,0.0002740702,0.8924918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3174237,"threshold_uncertainty_score":0.9995952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2510167111975874,"score_gpt":0.4721804664620294,"score_spread":0.2211637552644419,"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."}}