{"id":"W4306757383","doi":"10.1111/lang.12524","title":"To What Extent Do Learner‐ and Word‐Related Variables Affect Production of Derivatives?","year":2022,"lang":"en","type":"article","venue":"Language Learning","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Affix; Vocabulary; Psychology; Linguistics; Affect (linguistics); Communication","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":[0.00137975,0.0001900264,0.0002862184,0.0003610365,0.0001542264,0.001149664,0.0001997552,0.0003932378,0.001979706],"category_scores_gemma":[0.01762928,0.0001731162,0.0002027601,0.0002845915,0.0006394669,0.0009197267,0.000467066,0.0003636958,0.0003128621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001585846,"about_ca_system_score_gemma":0.0002835977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111203,"about_ca_topic_score_gemma":0.001498746,"domain_scores_codex":[0.9992598,0.000258341,0.00005138952,0.0001596585,0.0002188367,0.00005200069],"domain_scores_gemma":[0.982333,0.01303421,0.00262528,0.0005242124,0.0007971216,0.0006861311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001077039,0.0003562121,0.9163768,0.0001413469,0.0001623445,0.0004216135,0.004396978,0.0005194396,0.04740308,0.0001919763,0.00009944556,0.02885378],"study_design_scores_gemma":[0.00001715517,0.0005887093,0.9869035,0.00002084268,0.00006685751,0.0003265833,0.002004807,0.0006629525,0.008717528,0.0003469986,0.0003236567,0.00002036645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993473,0.00008308377,0.0001483614,0.00001427114,0.000001721486,0.000002815664,0.00002077073,0.000003499365,0.0003782995],"genre_scores_gemma":[0.9994241,0.00009572086,0.0001866386,0.00001104323,0.000002265467,0.000004356259,0.00003122321,0.000004439315,0.0002401553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001979706,"threshold_uncertainty_score":0.00729686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011491358072952,"score_gpt":0.2905391731638065,"score_spread":0.280424259583077,"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."}}