{"id":"W2622728419","doi":"","title":"Why Do Teachers Get To Learn The Most","year":2004,"lang":"en","type":"article","venue":"AUSpace (Athabasca University)","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Mathematics education; Computer science; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.000599391,0.00009030625,0.00007797551,0.000190188,0.001204196,0.0001496445,0.0004967098,0.00006790738,0.0006972788],"category_scores_gemma":[0.0006230297,0.00008154113,0.00004253236,0.001448583,0.0002351735,0.0005383622,0.00007544739,0.0003049003,0.0003423874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000329523,"about_ca_system_score_gemma":0.0004175312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01701683,"about_ca_topic_score_gemma":0.01107327,"domain_scores_codex":[0.9988701,0.0003055778,0.00005733611,0.0002106307,0.0002818892,0.0002744165],"domain_scores_gemma":[0.999257,0.0001732442,0.00008821293,0.0001897983,0.0001681056,0.0001236716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003018919,0.0001178053,0.007321228,0.000002679349,0.00005054267,0.00002008392,0.3340882,0.0003020598,0.00009784054,0.4739967,0.1801331,0.003839667],"study_design_scores_gemma":[0.0001579028,0.00003098262,0.002439953,0.000009495967,0.0000105131,4.753914e-7,0.1556835,2.533727e-7,0.00003596887,0.0001520685,0.841377,0.0001019044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2573611,0.00002723971,0.001362278,0.3329663,0.000549428,0.0002885617,0.000002355632,0.00014959,0.4072932],"genre_scores_gemma":[0.8381618,0.00003154572,0.001002884,0.00522677,0.0002520586,0.000001016347,0.000002735415,0.00001232796,0.1553088],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6612439,"threshold_uncertainty_score":0.989529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03550700199712551,"score_gpt":0.3157200667080021,"score_spread":0.2802130647108766,"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."}}