{"id":"W1739253933","doi":"10.1002/cjce.22261","title":"How do you write and present research well?","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00176314,0.00009874607,0.0001395108,0.0003131749,0.0000593676,0.000601725,0.00112711,0.00006641566,0.000002516987],"category_scores_gemma":[0.002129286,0.00007320999,0.0000394582,0.0004871725,0.00009805462,0.0002960786,0.0001355613,0.000826337,0.000005071009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002782197,"about_ca_system_score_gemma":0.0005782613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003377393,"about_ca_topic_score_gemma":0.00001857643,"domain_scores_codex":[0.9985542,0.00003695253,0.0001394222,0.0001342047,0.0006303698,0.0005048842],"domain_scores_gemma":[0.9976042,0.0004999128,0.00002960911,0.000341739,0.0003763859,0.001148138],"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":[0.0001574113,0.0001762817,0.02880462,0.001017376,0.001270737,0.008324505,0.03524455,0.1882574,0.1773984,0.1378003,0.295378,0.1261705],"study_design_scores_gemma":[0.00323852,0.0006313899,0.003612108,0.0008030423,0.00003828007,0.00562601,0.0003301546,0.3120864,0.1641369,0.008008465,0.4999665,0.001522304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9091842,0.008378606,0.03986653,0.04081516,0.001038431,0.0002720105,0.000002847864,0.00009334999,0.0003489222],"genre_scores_gemma":[0.9959596,0.000004400531,0.003519251,0.00001649694,0.0003562543,0.000002594385,1.385115e-7,0.00001506354,0.000126149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2045885,"threshold_uncertainty_score":0.5802448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04290437010628004,"score_gpt":0.2645814942618636,"score_spread":0.2216771241555835,"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."}}