{"id":"W2015300272","doi":"10.12968/htup.2013.2.5.98281","title":"Despatches from Birmingham","year":2013,"lang":"en","type":"article","venue":"Headteacher Update","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Delegate; Advice (programming); Event (particle physics); Curriculum; Management; Medical education; Sociology; Psychology; Pedagogy; Medicine; Computer science; Economics; Programming language","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":[0.001789114,0.0008324395,0.00062967,0.0007615217,0.005849223,0.005215396,0.001086166,0.005096116,0.2287797],"category_scores_gemma":[0.00359651,0.0006488263,0.0004752901,0.0004223508,0.001318372,0.001980185,0.005643132,0.007146685,0.06980861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003138186,"about_ca_system_score_gemma":0.00694153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02476808,"about_ca_topic_score_gemma":0.1403049,"domain_scores_codex":[0.9981128,0.0002062659,0.00006362555,0.0003134111,0.0007467171,0.0005570769],"domain_scores_gemma":[0.9954234,0.0002441699,0.00007611582,0.000181974,0.0009173867,0.003157062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002768196,0.0000135875,0.0001280123,0.00003864322,0.000001364407,0.0001400237,0.0001313593,0.00001193006,0.0001182107,0.0008838523,0.9860688,0.01243652],"study_design_scores_gemma":[0.000006126221,0.0000216167,0.0005212378,0.00005392815,0.000001415176,0.0001247373,0.0004545218,0.000003620397,0.00004318084,0.0001635529,0.9986011,0.000004860514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004301337,0.03666865,0.0007487534,0.3081978,0.2602606,0.00009764826,0.001084557,0.0008488672,0.3877918],"genre_scores_gemma":[0.008688524,0.005498902,0.0003659994,0.03723403,0.004305178,0.00002915177,0.0002888755,0.000211494,0.9433779],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2287797,"threshold_uncertainty_score":0.7653444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01285851269429187,"score_gpt":0.2111088744238263,"score_spread":0.1982503617295344,"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."}}