{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01938126,0.00147318,0.001946196,0.002045188,0.006672068,0.005875618,0.00550043,0.04568265,0.03177674],"category_scores_gemma":[0.1527134,0.001128317,0.002294867,0.00194346,0.007101127,0.006162473,0.004267213,0.03642597,0.03938019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007653696,"about_ca_system_score_gemma":0.01639548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03144276,"about_ca_topic_score_gemma":0.02921532,"domain_scores_codex":[0.9826623,0.002875864,0.003510734,0.001541848,0.007893858,0.001515293],"domain_scores_gemma":[0.889092,0.03705198,0.006841623,0.002695582,0.05605248,0.008266322],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002186684,0.000007010832,0.00009830506,0.00006674771,0.00000551721,0.0001019747,0.0001016883,0.00001011632,0.00007167106,0.0006438586,0.9977435,0.001127735],"study_design_scores_gemma":[0.00004898944,0.00002953691,0.000781132,0.0003366432,0.0000201777,0.0002021554,0.0005276012,0.00007337542,0.0003302261,0.001603604,0.9959919,0.00005467315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000135437,0.0004569571,0.000210751,0.8954896,0.1002359,0.00006976646,0.0002695598,0.000175892,0.002956174],"genre_scores_gemma":[0.0007363396,0.0003969694,0.0002167956,0.9665033,0.02338509,0.0001381508,0.00008628124,0.00006722365,0.008469968],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9806187,"threshold_uncertainty_score":0.1063038,"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."}}