{"id":"W2790826992","doi":"10.1177/0741088317748590","title":"Coding for Language Complexity: The Interplay Among Methodological Commitments, Tools, and Workflow in Writing Research","year":2018,"lang":"en","type":"article","venue":"Written Communication","topic":"Software Engineering Research","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Coding (social sciences); Computer science; Workflow; Knowledge management; Data science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008366523,0.00008964942,0.0001465176,0.0001594963,0.0004787534,0.0004060979,0.001880129,0.0000708424,0.000006840994],"category_scores_gemma":[0.00342828,0.00007075743,0.00002682281,0.000546466,0.000495963,0.0003371534,0.001511617,0.0005375206,0.000007622488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009797145,"about_ca_system_score_gemma":0.00002053151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001846394,"about_ca_topic_score_gemma":0.0003244789,"domain_scores_codex":[0.9976609,0.001203165,0.000237229,0.0002594065,0.0002771335,0.00036213],"domain_scores_gemma":[0.9863129,0.01222197,0.00004393388,0.001189859,0.0001797331,0.00005161827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008933552,0.0002398143,0.2080509,0.0001264439,0.00006063192,0.00001334615,0.02698494,0.00003301163,0.00341025,0.1476537,0.004914782,0.6084229],"study_design_scores_gemma":[0.001348268,0.0004046186,0.7375174,0.0006251336,0.000006403491,0.00003238748,0.004398317,0.2204078,0.002341215,0.02705801,0.005405932,0.0004545399],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.503123,0.001111506,0.4865033,0.007185757,0.00008792851,0.001051171,0.000008209117,0.0002182734,0.0007107482],"genre_scores_gemma":[0.8340722,0.00005135445,0.1655213,0.0001020019,0.00004938826,0.0001466031,0.00001349266,0.000009069989,0.00003454426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6079683,"threshold_uncertainty_score":0.4104219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2972465483711375,"score_gpt":0.4600617848547799,"score_spread":0.1628152364836424,"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."}}