{"id":"W4231509970","doi":"10.37119/ojs2016.v22i2.337","title":"Editorial","year":2016,"lang":"en","type":"editorial","venue":"in education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":[0.0008936553,0.0001255442,0.0001595094,0.0001804603,0.0001314646,0.00007307229,0.0002866908,0.0007410824,0.000260285],"category_scores_gemma":[0.004471763,0.0001168346,0.00004652251,0.0001966745,0.0001651296,0.0001515546,0.00001523871,0.0004507755,0.0003578295],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000903642,"about_ca_system_score_gemma":0.006801248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004127784,"about_ca_topic_score_gemma":0.004410195,"domain_scores_codex":[0.9982495,0.0002923556,0.0002049353,0.0002627101,0.000722946,0.0002675045],"domain_scores_gemma":[0.9985115,0.0007618889,0.000133333,0.0001773267,0.0003390469,0.00007692983],"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":[0.000003831462,0.0001012418,0.0001566382,0.000009815025,0.000004115459,2.781998e-8,0.06041482,8.726389e-9,4.146848e-7,0.0004984939,0.9287607,0.01004991],"study_design_scores_gemma":[0.00009321952,0.000005407065,0.00007227078,0.00009819576,0.000006619522,6.132074e-9,0.03706372,3.484702e-9,3.367028e-7,0.001448826,0.9610686,0.0001427455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001745502,0.0006495355,0.000001132177,0.01660012,0.9599631,0.0001811854,0.000008335645,0.00005413375,0.02252495],"genre_scores_gemma":[0.0006893968,0.0007269331,0.00002622813,0.00004207131,0.9789487,0.0001408357,0.00004889455,0.00001735537,0.01935963],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03230797,"threshold_uncertainty_score":0.9988292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04890078786943856,"score_gpt":0.4275688074727257,"score_spread":0.3786680196032872,"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."}}