{"id":"W3144013940","doi":"10.29173/iasl7944","title":"Creating role models of reading - Through national, regional and local competitions","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Championship; Reading (process); Competition (biology); Set (abstract data type); Reading aloud; Computer science; Mathematics education; Political science; Advertising; Psychology; Business; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002900028,0.0001144522,0.0001779371,0.00006254327,0.000147374,0.0001268273,0.0002643664,0.00006144318,0.00001743889],"category_scores_gemma":[0.0003435784,0.0001153366,0.00003413121,0.0003795297,0.0001520887,0.001327962,0.0001807859,0.000140095,0.000002850861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003211244,"about_ca_system_score_gemma":0.0005816204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004587469,"about_ca_topic_score_gemma":0.000003008687,"domain_scores_codex":[0.9987841,0.00001978771,0.0002460865,0.0003535921,0.0004127738,0.0001837109],"domain_scores_gemma":[0.9967234,0.0002167181,0.000126972,0.00008381458,0.002752746,0.00009641569],"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":[0.000002916768,0.00006734924,0.0004195476,0.00004059096,0.00001274177,0.000001059861,0.05767231,0.00002008576,0.001141315,0.9368246,0.0004764562,0.003321081],"study_design_scores_gemma":[0.0003474283,0.0000917834,0.002182583,0.0003710931,0.00001605925,0.0001692282,0.07157987,0.06645594,0.007960694,0.8455773,0.004919945,0.0003280641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3159809,0.0006341018,0.6417671,0.00770648,0.0001992142,0.0001767744,0.00003912856,0.0001246731,0.0333716],"genre_scores_gemma":[0.7007893,0.00008821513,0.2984299,0.0004014251,0.00006814449,0.00001853761,0.000006909961,0.000004917219,0.0001926541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3848084,"threshold_uncertainty_score":0.4703289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06966359039433456,"score_gpt":0.3243055591883174,"score_spread":0.2546419687939829,"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."}}