{"id":"W2487358706","doi":"10.7330/9780874219722.c018","title":"Seeking Growth through Independence: A Professional Writing and Rhetoric Program in Transition at Elon University","year":2015,"lang":"en","type":"book-chapter","venue":"Utah State University Press eBooks","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Rhetoric; Independence (probability theory); Transition (genetics); Political science; Psychology; Pedagogy; Linguistics; Chemistry; Philosophy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005088538,0.0002230991,0.0002930178,0.0002152159,0.000699422,0.00005248636,0.0002516202,0.0004259906,0.00003554609],"category_scores_gemma":[0.00001311656,0.0002747746,0.00007109981,0.00004155923,0.0003351004,0.0003381666,0.0001623592,0.0004670426,0.00000541084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032279,"about_ca_system_score_gemma":0.0006354526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01156935,"about_ca_topic_score_gemma":0.002697365,"domain_scores_codex":[0.9982612,0.0002544181,0.0001864693,0.0004140933,0.0005446903,0.0003390934],"domain_scores_gemma":[0.9989837,0.00009633365,0.0002601365,0.0001349004,0.0003322681,0.000192596],"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":[0.0001728682,0.00004858381,0.0003548164,0.0002136982,0.00006382704,0.0002110442,0.2039141,0.00000478127,0.000009941556,0.7894449,0.002073717,0.003487734],"study_design_scores_gemma":[0.0007031145,0.0000483112,0.0001180747,0.0004943454,0.00004918779,0.00000538371,0.01717487,0.00001632966,0.000003248086,0.002982845,0.9780024,0.0004018919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01788056,0.0000950422,0.00004553987,0.0002036921,0.0002869241,0.0009532964,0.0001344936,0.0001189462,0.9802815],"genre_scores_gemma":[0.09977716,0.0003111226,0.0001611999,0.00002863698,0.0001776346,0.000001076654,0.00003673236,0.00002189545,0.8994845],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9759287,"threshold_uncertainty_score":0.9999704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05574138846911755,"score_gpt":0.306917478579008,"score_spread":0.2511760901098904,"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."}}