{"id":"W4242417490","doi":"10.1353/book.63013","title":"Developing Writers in Higher Education","year":2019,"lang":"en","type":"book","venue":"University of Michigan Press eBooks","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Utah State University","keywords":"Computer science; Mathematics education; World Wide Web; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000305847,0.0001329259,0.0002204434,0.0002459596,0.0001421219,0.00002517552,0.0005121219,0.0003180002,0.000130635],"category_scores_gemma":[0.00003099049,0.0001884967,0.00006501884,0.00002911946,0.0002648713,0.0002022244,0.00009613757,0.0003236083,0.00002628691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007320041,"about_ca_system_score_gemma":0.003809183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004145897,"about_ca_topic_score_gemma":0.004744593,"domain_scores_codex":[0.9988884,0.0002242661,0.0001425227,0.0002850278,0.0002766926,0.0001831192],"domain_scores_gemma":[0.9989728,0.0001769189,0.0003893902,0.0002337286,0.0001758651,0.00005124845],"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":[0.00007038911,0.00007613799,0.000294475,0.0002344961,0.00009105039,0.000003727466,0.1036487,0.00000725132,0.00005389976,0.8697423,0.01004934,0.01572828],"study_design_scores_gemma":[0.0001428978,0.000009933632,0.0004416055,0.000300584,0.000040964,2.074396e-7,0.003183201,6.070986e-7,0.00002576372,0.006557352,0.9891036,0.000193341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001881828,0.0001770941,0.00002514728,0.0003640823,0.001297839,0.0004331386,0.000005945475,0.00002725603,0.9957877],"genre_scores_gemma":[0.005240534,0.0001384386,0.001844434,0.00009052732,0.0001809119,4.994584e-7,0.00002211852,0.00001610023,0.9924664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9790542,"threshold_uncertainty_score":0.768667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07590575435881775,"score_gpt":0.3284838205587094,"score_spread":0.2525780661998917,"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."}}