{"id":"W2416422235","doi":"","title":"Teachers’ Professional Knowledge: The case of Variability","year":2016,"lang":"en","type":"article","venue":"International Journal of Learning Teaching and Educational Research","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Comprehension; Mathematics education; Relation (database); Subject (documents); Psychology; Pedagogy; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02465418,0.00007786207,0.0001477159,0.0002712173,0.0003330663,0.0000452506,0.0003968395,0.00005422646,0.0003438159],"category_scores_gemma":[0.1320424,0.00004079558,0.00006389868,0.00008652988,0.0003379735,0.0001162437,0.000132781,0.001015289,0.000006955402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001521761,"about_ca_system_score_gemma":0.0007901253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004155465,"about_ca_topic_score_gemma":0.000005570768,"domain_scores_codex":[0.9944677,0.004249068,0.00047053,0.0001285399,0.000527096,0.0001570664],"domain_scores_gemma":[0.9418339,0.05594709,0.0003349842,0.0001238298,0.001675572,0.0000846508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000167416,0.0008457169,0.02622589,0.00005316937,0.0002541368,0.00002471335,0.02693474,0.000005631929,0.002174663,0.6402476,0.05408856,0.2489778],"study_design_scores_gemma":[0.0009136269,0.0002196836,0.02311856,0.0006806626,0.00004227952,0.003577607,0.01963256,0.0001142762,0.0004538435,0.8892776,0.06179633,0.0001730216],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485399,0.0002019084,0.01502212,0.03021474,0.002341014,0.0001093194,0.00001173572,0.000007612403,0.003551621],"genre_scores_gemma":[0.9640521,0.00004758007,0.02535336,0.00001506557,0.0006266165,0.000007644981,0.000001238298,0.000009743912,0.009886669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2490299,"threshold_uncertainty_score":0.8752688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3552703900957653,"score_gpt":0.5923725401639692,"score_spread":0.2371021500682039,"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."}}