{"id":"W4402871779","doi":"10.29140/9780648184485-32","title":"Language teaching supervision for a new era: AICOLT system's journey to AI-driven innovation","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International CALL Research Conference","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Engineering ethics; Engineering management; Data science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01094096,0.0002919896,0.0003429845,0.001640907,0.01067793,0.01434002,0.00181761,0.003902865,0.01506496],"category_scores_gemma":[0.01015839,0.0002653302,0.000331472,0.001375837,0.007631716,0.0070359,0.008733739,0.00690879,0.002180092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02624746,"about_ca_system_score_gemma":0.05932917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1265581,"about_ca_topic_score_gemma":0.1529096,"domain_scores_codex":[0.9929386,0.002399764,0.0002190014,0.0004613461,0.002141218,0.001840081],"domain_scores_gemma":[0.9845523,0.002888811,0.0005057683,0.0006866582,0.002723562,0.008642931],"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":[0.0001489488,0.000611191,0.01121556,0.0005155011,0.00002066521,0.001077397,0.06751942,0.0006045989,0.0006767568,0.322212,0.1739849,0.4214131],"study_design_scores_gemma":[0.00002919987,0.0001590533,0.006632062,0.0009323425,0.000006275054,0.0003694627,0.03358045,0.001264787,0.0003177669,0.02210491,0.9345673,0.00003626851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07309757,0.02552897,0.005643174,0.6413829,0.003398469,0.0001552437,0.0002154591,0.0005869875,0.2499912],"genre_scores_gemma":[0.796207,0.02635748,0.01992677,0.0328408,0.001391491,0.0002382568,0.0002867295,0.0004079237,0.1223436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1265581,"threshold_uncertainty_score":0.2516429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1172529057780455,"score_gpt":0.3858616424178916,"score_spread":0.2686087366398461,"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."}}