{"id":"W2797560550","doi":"10.3968/10228","title":"The Neglected Writing Style of Mathematical Modeling Essays","year":2018,"lang":"en","type":"article","venue":"Canadian social science","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formality; Objectivity (philosophy); Style (visual arts); China; Simplicity; Academic writing; Writing style; Computer science; Subjectivity; Quality (philosophy); Sociology; Epistemology; Linguistics; Mathematics education; Psychology; Literature; Political science; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.005863698,0.0004929421,0.0003354099,0.002442995,0.002363953,0.005028707,0.001057563,0.0005360464,0.00364682],"category_scores_gemma":[0.04037214,0.0002217771,0.0003090927,0.001692695,0.00401836,0.00450237,0.002778818,0.00109301,0.001056501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002724691,"about_ca_system_score_gemma":0.003048252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001222567,"about_ca_topic_score_gemma":0.001522582,"domain_scores_codex":[0.9923321,0.003623943,0.0006846992,0.0006799299,0.002414307,0.0002650279],"domain_scores_gemma":[0.9693909,0.01248945,0.005681769,0.003567598,0.007287567,0.001582682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001595084,0.0000629118,0.01416646,0.002392093,0.00007678993,0.001883164,0.1022066,0.001119542,0.008194751,0.5616455,0.07669502,0.2313976],"study_design_scores_gemma":[0.00004211847,0.00009718435,0.01956179,0.001812284,0.00006566354,0.002611248,0.02724712,0.005690803,0.006043724,0.1346256,0.8020874,0.0001152079],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4180531,0.01056292,0.05868546,0.04803015,0.005842604,0.0003436838,0.000990663,0.0009491866,0.4565422],"genre_scores_gemma":[0.9601295,0.002538796,0.007871595,0.001823773,0.001464244,0.0001308163,0.0002436848,0.0002450226,0.02555256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005863698,"threshold_uncertainty_score":0.03101057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104807427208329,"score_gpt":0.2990133809351002,"score_spread":0.2779653066630169,"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."}}