{"id":"W4302325324","doi":"","title":"Time Well Spent in a Kindergarten Class:A Teacher&amp;rsquo;s Reflection on Using Talk to Learn","year":2010,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Reflection (computer programming); Mathematics education; Pedagogy; Sociology; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005120724,0.0009052654,0.0009535541,0.001607368,0.01647776,0.006423316,0.002695089,0.003432203,0.004322357],"category_scores_gemma":[0.01582757,0.001038485,0.0007331263,0.0009108971,0.009203137,0.00413503,0.007337066,0.008502704,0.001183197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006426209,"about_ca_system_score_gemma":0.004067716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01696193,"about_ca_topic_score_gemma":0.05177236,"domain_scores_codex":[0.9930581,0.00413243,0.0002016951,0.0005341222,0.0006357125,0.001437874],"domain_scores_gemma":[0.9891769,0.005845236,0.0009169619,0.0004092845,0.001152804,0.002498868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006398783,0.0002367962,0.003593215,0.000120321,0.00001127536,0.004047516,0.963104,0.0001298779,0.002563612,0.001526398,0.005134959,0.01946804],"study_design_scores_gemma":[0.00000587155,0.0001386915,0.003898211,0.0001701875,0.00001135753,0.001186098,0.9519637,0.00008716834,0.0008189352,0.0003608508,0.04131689,0.00004203777],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166032,0.001586058,0.005871454,0.02298434,0.001025986,0.0001485939,0.0001298148,0.0003117531,0.05133874],"genre_scores_gemma":[0.9594951,0.001498258,0.003193061,0.002595613,0.0001171757,0.0001185279,0.00006738148,0.000207095,0.03270786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01696193,"threshold_uncertainty_score":0.04662567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3544267366232949,"score_gpt":0.5351804130041717,"score_spread":0.1807536763808768,"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."}}