{"id":"W3157226959","doi":"10.1558/lst.19037","title":"Application of a SCOBA in Educational Praxis of L2 Written Argumentative Discourse","year":2021,"lang":"en","type":"article","venue":"Language and Sociocultural Theory","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Argumentative; Schema (genetic algorithms); Appropriation; Cognition; Praxis; Linguistics; Psychology; Argumentation theory; Computer science; Epistemology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003121573,0.0003332257,0.0003002953,0.0009462671,0.0009951997,0.002314083,0.0005351604,0.0006350381,0.002354117],"category_scores_gemma":[0.01501536,0.0002034753,0.0002838387,0.0005687659,0.003091785,0.003076295,0.003542034,0.001587165,0.0004037382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007597853,"about_ca_system_score_gemma":0.00139694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002932775,"about_ca_topic_score_gemma":0.0005714778,"domain_scores_codex":[0.9983487,0.0009526658,0.00008291753,0.0002562972,0.0002918552,0.00006759223],"domain_scores_gemma":[0.988533,0.00787318,0.0009312565,0.001312871,0.0009056735,0.0004439771],"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":[0.0005143246,0.001168231,0.03814118,0.002080834,0.00003125386,0.002172109,0.3257982,0.0008863346,0.06859569,0.08043641,0.002061833,0.4781137],"study_design_scores_gemma":[0.000459173,0.006885543,0.1965657,0.004412543,0.0002776857,0.01529491,0.248283,0.02296735,0.1416884,0.1374578,0.22541,0.000298043],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8851865,0.000873546,0.04755082,0.001507582,0.00009630183,0.0003983337,0.00007251241,0.0004371653,0.06387722],"genre_scores_gemma":[0.9558541,0.0004014195,0.0400663,0.0001792891,0.00001884269,0.0002279669,0.00004089413,0.00003664531,0.003174536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003121573,"threshold_uncertainty_score":0.01650864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005981265381801,"score_gpt":0.349401611326899,"score_spread":0.339341798673081,"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."}}