{"id":"W2143944236","doi":"10.1002/cjce.22347","title":"Comment on “How do you write and present research well?”","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Library science; Information retrieval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001503337,0.00007404679,0.0001103564,0.0001334104,0.0001383409,0.0005293048,0.000265706,0.00004759871,0.00005106707],"category_scores_gemma":[0.0004419854,0.0000508663,0.00003125353,0.00003811662,0.0001356412,0.0001495416,0.00002424391,0.0009249812,0.000004214955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148585,"about_ca_system_score_gemma":0.000150509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001422305,"about_ca_topic_score_gemma":0.0001370835,"domain_scores_codex":[0.9991866,0.00003457833,0.0001313226,0.00006406364,0.0003023875,0.0002810631],"domain_scores_gemma":[0.998944,0.0002047928,0.0000416709,0.00009265195,0.0001883177,0.0005285736],"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":[0.00002280524,0.00001049682,0.0001057149,0.00004218164,0.0000566656,0.0000601244,0.02663233,0.0009122037,0.0003390921,0.1542834,0.8157991,0.001735923],"study_design_scores_gemma":[0.0001967807,0.00004301924,0.000003872311,0.0001356481,0.000007018192,0.00003858766,0.001394912,0.0009358256,0.0006854825,0.0009534245,0.9955287,0.00007670388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6245725,0.00356025,0.00001879024,0.3352355,0.000992111,0.000162489,0.00001842586,0.00002781491,0.03541213],"genre_scores_gemma":[0.9970288,0.000003202704,0.00003151023,0.0005126007,0.001998691,0.000001235711,8.455114e-7,0.00001282531,0.0004102854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3724563,"threshold_uncertainty_score":0.5104099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0785824626594861,"score_gpt":0.2552425662115023,"score_spread":0.1766601035520162,"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."}}