{"id":"W2399878741","doi":"10.30827/digibug.53891","title":"Cooperation and Autonomy in Language Learning: An Application of the Collage Method","year":2016,"lang":"en","type":"article","venue":"Porta Linguarum Revista Interuniversitaria de Didáctica de las Lenguas Extranjeras","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Autonomy; Computer science; Linguistics; Art; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009702783,0.000166266,0.0002416325,0.0001267416,0.0002756051,0.0001267157,0.0002534365,0.00008516211,0.0004067371],"category_scores_gemma":[0.0003053339,0.0001215878,0.00007893773,0.00007463132,0.0001649552,0.0002593208,0.00005417576,0.0003565348,0.000006933368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001732165,"about_ca_system_score_gemma":0.0001567494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581031,"about_ca_topic_score_gemma":0.001876112,"domain_scores_codex":[0.9985218,0.0004985612,0.0003026129,0.0002970155,0.0001191998,0.0002608323],"domain_scores_gemma":[0.9990962,0.0002596023,0.0001910855,0.000288775,0.00008653927,0.00007783341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001600049,0.0002074731,0.0410162,0.0001522927,0.0001060501,0.00004027747,0.3086778,0.000228894,0.02599414,0.5807001,0.0001343879,0.04258239],"study_design_scores_gemma":[0.005018401,0.0009808665,0.02591366,0.001642502,0.0006529039,0.0001275859,0.1402448,0.02444105,0.005429853,0.002261321,0.791571,0.00171598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714525,0.0003170918,0.01352142,0.0009231156,0.00009006078,0.0003050962,0.00001263606,0.00009147741,0.01328661],"genre_scores_gemma":[0.9955682,0.00001688566,0.001100298,0.0001057666,0.0001404441,0.000005189688,0.00001056754,0.00002575607,0.003026871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7914367,"threshold_uncertainty_score":0.4958206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008172721408887099,"score_gpt":0.2504967633451267,"score_spread":0.2423240419362396,"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."}}