{"id":"W4404248482","doi":"10.54337/nlc.v5.9455","title":"The Learner's Voice","year":2006,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Networked Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Computer science; Speech recognition; Linguistics; Communication; Psychology; Philosophy","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":[0.002707195,0.0003330215,0.0003147859,0.0006353614,0.002118182,0.008629757,0.0008075914,0.001942709,0.01637937],"category_scores_gemma":[0.01274372,0.0001248987,0.0003088188,0.0003201142,0.003335724,0.006917504,0.004553677,0.002544937,0.005320776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000938167,"about_ca_system_score_gemma":0.001122723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005677249,"about_ca_topic_score_gemma":0.0003838053,"domain_scores_codex":[0.9967007,0.001639955,0.0001017825,0.0003414793,0.0009455791,0.0002704565],"domain_scores_gemma":[0.9958441,0.002237765,0.0002319829,0.0003727709,0.0007502732,0.0005632163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001917058,0.0001242524,0.009404482,0.0005108279,0.00002815603,0.002266243,0.2641666,0.0003903015,0.00735401,0.2677512,0.06445792,0.3833544],"study_design_scores_gemma":[0.00001421548,0.0001366254,0.001770422,0.0005948079,0.00001691697,0.003913483,0.0918547,0.0004645215,0.003094527,0.03085713,0.8672388,0.00004388664],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1433747,0.01014536,0.05508351,0.04864018,0.004210456,0.0001359765,0.0004437242,0.0009665079,0.7369995],"genre_scores_gemma":[0.8100799,0.004277211,0.006292378,0.005149391,0.0008311172,0.000109755,0.0001901489,0.0003369674,0.1727333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01637937,"threshold_uncertainty_score":0.05479443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314309071438058,"score_gpt":0.2966035165515265,"score_spread":0.2734604258371459,"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."}}