{"id":"W4401011038","doi":"10.37119/ojs2024.v29i2.785","title":"Editorial","year":2024,"lang":"en","type":"editorial","venue":"in education","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Pedagogy; Teacher education; Competence (human resources); Accountability; Sociology; Psychology; Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008626427,0.0001265373,0.0001348629,0.0002871522,0.0001208403,0.0002659941,0.0002580974,0.0007643907,0.0002574057],"category_scores_gemma":[0.001968023,0.0001403808,0.00004672885,0.0004212856,0.00005769953,0.000133714,0.00002422051,0.0006890819,0.001270354],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046821,"about_ca_system_score_gemma":0.02849537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007215233,"about_ca_topic_score_gemma":0.004387446,"domain_scores_codex":[0.9981813,0.0001170494,0.0002494908,0.0003077777,0.00091369,0.000230622],"domain_scores_gemma":[0.9990712,0.0003147455,0.0000747997,0.0001577396,0.0002798846,0.0001015711],"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":[0.000001577934,0.00007057924,0.00003334415,0.00001963597,0.00000412006,1.26613e-7,0.02221346,1.643714e-7,1.127525e-7,0.001297542,0.9685006,0.007858713],"study_design_scores_gemma":[0.00004164191,0.000005020304,0.00005739482,0.0001617645,0.000007768434,2.038464e-8,0.003336843,5.223995e-8,3.438784e-7,0.006056992,0.9901765,0.0001556707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006214032,0.0009688337,3.97108e-7,0.001648381,0.935504,0.0002152917,0.00000788009,0.00007899279,0.06151413],"genre_scores_gemma":[0.0001197281,0.000878052,0.0001071611,0.0000469622,0.9660932,0.00009480861,0.0002444765,0.00002272914,0.03239289],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03058924,"threshold_uncertainty_score":0.9995072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007840539742258151,"score_gpt":0.3402508502261244,"score_spread":0.3324103104838663,"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."}}