{"id":"W2929902524","doi":"10.1021/acs.jchemed.9b00072","title":"Writing as a Mode of Learning: Staged Approaches to Chromatography and Writing in the Undergraduate Organic Lab","year":2019,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Waterloo","funders":"Korea Electrotechnology Research Institute; University of Winnipeg","keywords":"TUTOR; Craft; Scientific writing; Mathematics education; Reflection (computer programming); Process (computing); Professional writing; Computer science; Peer tutor; Report writing; Chemistry; Psychology; Visual arts; Literature; Art; Library science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008860326,0.00004991393,0.0001251529,0.00009213113,0.00005303822,0.00006455387,0.0001610618,0.00003975849,0.00002387215],"category_scores_gemma":[0.0001717031,0.00003912561,0.00004088435,0.0003611013,0.00004289072,0.0001553419,0.00001948069,0.0002101637,0.000002238322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000440394,"about_ca_system_score_gemma":0.0002133533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006748009,"about_ca_topic_score_gemma":0.00000817703,"domain_scores_codex":[0.9990958,0.0001219877,0.0002680625,0.0000715167,0.0003290616,0.0001135682],"domain_scores_gemma":[0.9993998,0.0002113589,0.0002219933,0.00004484734,0.00007301813,0.00004895947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004736544,0.000431904,0.7237233,0.00007869735,0.00004089208,6.893902e-7,0.1094609,0.00001580164,0.1470599,0.01415857,0.0003421241,0.004639914],"study_design_scores_gemma":[0.001620296,0.0003625967,0.1200852,0.0007612355,0.0001069616,0.00002816113,0.8370721,0.0001614804,0.02048446,0.01717205,0.001713591,0.0004317814],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902678,0.00009746664,0.00001064709,0.005176948,0.00006103157,0.0001181468,9.294556e-8,0.000003153384,0.004264741],"genre_scores_gemma":[0.999224,0.00003977882,0.0004363946,0.00008505709,0.0001535226,0.000002049725,7.530958e-7,0.000004445815,0.00005399557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7276112,"threshold_uncertainty_score":0.1595496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03764289474911719,"score_gpt":0.3391362368971839,"score_spread":0.3014933421480667,"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."}}