{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004515214,0.0003561251,0.0002108636,0.0008500702,0.002471892,0.004851263,0.0007352147,0.001075507,0.00625123],"category_scores_gemma":[0.00873326,0.0002915073,0.0001438538,0.0004834622,0.002079025,0.00284617,0.003595077,0.002359024,0.002935955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370227,"about_ca_system_score_gemma":0.004575838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003622009,"about_ca_topic_score_gemma":0.001922077,"domain_scores_codex":[0.9970853,0.001581795,0.000159471,0.0003113855,0.0006734186,0.0001885299],"domain_scores_gemma":[0.9930727,0.002711976,0.0004280632,0.0005833016,0.001642545,0.001561434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007214423,0.0005348065,0.005837206,0.0003719503,0.00000649256,0.0006099984,0.109844,0.0004546417,0.007904249,0.1375974,0.04232585,0.6944413],"study_design_scores_gemma":[0.00005373679,0.0005718268,0.009409704,0.0007658137,0.00001263385,0.0009720916,0.06705229,0.0008208574,0.02127608,0.05413144,0.8448987,0.00003486626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2226673,0.004978417,0.03823306,0.01396676,0.00134608,0.0005381586,0.0001680566,0.0006289852,0.7174731],"genre_scores_gemma":[0.5476367,0.002416002,0.05589176,0.001377141,0.0002084249,0.0002433668,0.000164339,0.0003091822,0.391753],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.00625123,"threshold_uncertainty_score":0.02387905,"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."}}