{"id":"W2269306714","doi":"10.12968/sece.2013.4.1738","title":"Highlights from the Education Show 2013","year":2013,"lang":"en","type":"article","venue":"SecEd","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Political science; Mathematics education; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005328941,0.00006704176,0.00009863136,0.00001945141,0.0001090719,0.000022072,0.0000680642,0.00003931204,0.001239693],"category_scores_gemma":[0.00004393245,0.00003930935,0.00003351727,0.00008602555,0.00004335309,0.0000700517,0.00002620848,0.00008335261,0.001667806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003808002,"about_ca_system_score_gemma":0.0001537464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005283001,"about_ca_topic_score_gemma":0.00004557513,"domain_scores_codex":[0.9994924,0.00002483882,0.0001100447,0.0001329455,0.000119599,0.0001201496],"domain_scores_gemma":[0.9993837,0.00009148196,0.00003471622,0.0002717436,0.0001463304,0.0000719739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000009765906,0.0001338143,0.03462913,0.00001752635,0.00006559111,2.577102e-7,0.004952705,1.498118e-7,0.0001919166,0.002366775,0.9227498,0.03488264],"study_design_scores_gemma":[0.0002544803,0.00004286503,0.6065046,0.00004870729,0.00006186237,0.000003759332,0.01340403,0.00002131339,0.0004002066,0.002401753,0.37676,0.00009641874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787977,0.0009431683,0.000009780386,0.1003844,0.001164468,0.0004605646,0.000002951768,0.00004813212,0.01818892],"genre_scores_gemma":[0.9854856,0.000273513,0.0006691852,0.005630095,0.000825824,0.0001394267,0.00005690599,0.000007746385,0.006911711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5718755,"threshold_uncertainty_score":0.9996733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05371071435967849,"score_gpt":0.3117841528144543,"score_spread":0.2580734384547758,"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."}}