{"id":"W3183964494","doi":"10.5539/elt.v14n8p8","title":"Transitivity Structure of Research Articles: Variations across Sections","year":2021,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transitive relation; Rhetorical question; Linguistics; Psychology; Meaning (existential); Interpersonal communication; Relation (database); Experiential learning; Mathematics education; Social psychology; Computer science; Mathematics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01578041,0.0003369518,0.0005866199,0.02423624,0.002272316,0.007402997,0.0007925489,0.0006177712,0.002789405],"category_scores_gemma":[0.1337894,0.0006490793,0.0005782899,0.01369904,0.003426541,0.006860957,0.003858736,0.0008270091,0.0008763365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00244591,"about_ca_system_score_gemma":0.002383334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003798,"about_ca_topic_score_gemma":0.00145083,"domain_scores_codex":[0.9814558,0.007210969,0.003778119,0.002326319,0.004503216,0.0007255863],"domain_scores_gemma":[0.6954383,0.2236159,0.03499714,0.01546351,0.02796377,0.002521467],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001598893,0.000296982,0.311062,0.004270562,0.0005291041,0.001827694,0.2047291,0.001191136,0.05951669,0.05396047,0.002956596,0.3580608],"study_design_scores_gemma":[0.00009947152,0.0007701077,0.7673001,0.002433854,0.0005813876,0.003420554,0.07378872,0.004046389,0.02455702,0.0541387,0.06863815,0.0002254854],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283339,0.004604414,0.03484081,0.0007440504,0.0001356027,0.000716475,0.001606763,0.0005521317,0.02846588],"genre_scores_gemma":[0.9820449,0.001129581,0.01300132,0.00007857444,0.0001412487,0.0004014001,0.00115429,0.0002200273,0.001828673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9842196,"threshold_uncertainty_score":0.08345574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03355397899000024,"score_gpt":0.3491205249795912,"score_spread":0.3155665459895909,"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."}}