{"id":"W2086997874","doi":"10.12968/prtu.2014.1.31.14","title":"Mixed up is no bad thing","year":2014,"lang":"en","type":"article","venue":"Primary Teacher Update","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Class (philosophy); Psychology; Mathematics education; Computer science; Artificial intelligence","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":[0.007804888,0.000792191,0.001217395,0.000719257,0.006942185,0.006091164,0.001694958,0.00497902,0.06332895],"category_scores_gemma":[0.03132204,0.0004839197,0.001179482,0.0005178131,0.004760395,0.0122923,0.006774036,0.0143377,0.04825769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001568067,"about_ca_system_score_gemma":0.002369078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003292257,"about_ca_topic_score_gemma":0.009403234,"domain_scores_codex":[0.9914009,0.002494554,0.0004716358,0.0008565032,0.003781128,0.000995121],"domain_scores_gemma":[0.9815996,0.003162374,0.001174731,0.001863042,0.005343464,0.00685679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001248699,0.0003107612,0.004066107,0.0004921402,0.00008209184,0.0006950612,0.00399464,0.00004656169,0.001113244,0.01127858,0.8463395,0.1314565],"study_design_scores_gemma":[0.0000313026,0.0001905978,0.003617299,0.001124888,0.0000408317,0.001847811,0.01199343,0.00004673629,0.0005418473,0.007296212,0.9731991,0.00006996238],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01887606,0.01541744,0.008918181,0.7354618,0.0771328,0.0002724502,0.0006946804,0.002184277,0.1410424],"genre_scores_gemma":[0.08731171,0.01454487,0.01084301,0.5137401,0.01245776,0.0004035209,0.0006893416,0.001960842,0.3580489],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06332895,"threshold_uncertainty_score":0.2118564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03630509792019312,"score_gpt":0.2323387452076383,"score_spread":0.1960336472874452,"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."}}