{"id":"W2290116403","doi":"10.18192/olbiwp.v5i0.1126","title":"Collaborative Italian: Using technology to support student-led language teaching","year":2013,"lang":"en","type":"article","venue":"OLBI Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Experiential learning; Openness to experience; Collaborative learning; Language acquisition; Social media; Educational technology; Pedagogy; Social constructivism; Constructivism (international relations); Cooperative learning; Computer science; Mathematics education; Online discussion; Psychology; Teaching method; World Wide Web; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001562688,0.0007614103,0.0002465961,0.0009079523,0.001524237,0.00285292,0.001603929,0.0008963331,0.00589712],"category_scores_gemma":[0.00507313,0.0002320634,0.0003981066,0.0007346821,0.0009994031,0.002336839,0.006685884,0.0008105514,0.002689063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112714,"about_ca_system_score_gemma":0.002300456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002289446,"about_ca_topic_score_gemma":0.003627015,"domain_scores_codex":[0.9987311,0.0005517602,0.00004817596,0.000235,0.000204087,0.0002299037],"domain_scores_gemma":[0.9974301,0.0008899879,0.0001841227,0.0004837691,0.000173481,0.0008384032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001261395,0.005375846,0.02014182,0.0008785836,0.00008139882,0.003534068,0.04843359,0.003183951,0.02934511,0.0198959,0.06909003,0.7987783],"study_design_scores_gemma":[0.001246995,0.004237985,0.04326015,0.0004350441,0.0002655664,0.004134793,0.01894513,0.02771651,0.03136891,0.01420476,0.853852,0.0003322325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.673382,0.001067789,0.1257121,0.003236238,0.0004634987,0.002060807,0.0007871796,0.01827065,0.1750196],"genre_scores_gemma":[0.8645874,0.0007018561,0.09370322,0.0004852858,0.000233449,0.001585082,0.001305798,0.0008095694,0.03658842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00589712,"threshold_uncertainty_score":0.01972789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176934729553572,"score_gpt":0.3155298373142142,"score_spread":0.3037604900186786,"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."}}