{"id":"W4235405595","doi":"10.1111/modl.12588","title":"Perfecting Practice","year":2019,"lang":"en","type":"article","venue":"Modern Language Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Sophistication; Variety (cybernetics); Relevance (law); Psychology; Mathematics education; Pedagogy; Computer science; Sociology; Political science","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":[0.001764298,0.0003363353,0.0003818091,0.001303272,0.00112089,0.004583016,0.0008742228,0.001044097,0.04786422],"category_scores_gemma":[0.01296014,0.0001760908,0.0003237959,0.001253661,0.002002764,0.003885578,0.002908638,0.001620569,0.00674095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155029,"about_ca_system_score_gemma":0.002306572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162387,"about_ca_topic_score_gemma":0.001672895,"domain_scores_codex":[0.9974718,0.0006780627,0.0001868936,0.0003283212,0.001109568,0.0002253334],"domain_scores_gemma":[0.9917194,0.00376107,0.0009548396,0.001322791,0.001307383,0.0009344462],"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":[0.0001012752,0.0001649678,0.005966333,0.001083576,0.00002544095,0.0004146227,0.0112317,0.0003883303,0.001660209,0.08253065,0.165058,0.7313749],"study_design_scores_gemma":[0.00001224689,0.0001642726,0.007577175,0.0009190324,0.00001603495,0.0007588804,0.004756469,0.0002054117,0.001361026,0.01926945,0.9649385,0.00002141891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07081731,0.03399538,0.009593729,0.02798505,0.007183717,0.0001268001,0.0005049625,0.0005105169,0.8492825],"genre_scores_gemma":[0.6055782,0.04885269,0.01166038,0.004528733,0.003442733,0.0001499309,0.0010009,0.0003949091,0.3243914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04786422,"threshold_uncertainty_score":0.1601218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196715426530177,"score_gpt":0.2547745492888582,"score_spread":0.2428073950235564,"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."}}