{"id":"W4309072798","doi":"10.12968/eyed.2022.23.17.24","title":"Imagine a world without Ofsted","year":2022,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Ethics and Legal Issues in Pediatric Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Visual arts; History; Art","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":[0.004530823,0.0005770926,0.0004728488,0.000904983,0.02159596,0.01861042,0.0009939716,0.008175238,0.02860745],"category_scores_gemma":[0.01056534,0.0005447558,0.000654861,0.0005646094,0.03152114,0.0225847,0.01196649,0.01716913,0.007907034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005785573,"about_ca_system_score_gemma":0.006112486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01337849,"about_ca_topic_score_gemma":0.02461173,"domain_scores_codex":[0.9959635,0.001953818,0.00006737186,0.0004092316,0.0005321054,0.001074013],"domain_scores_gemma":[0.9961382,0.0008897387,0.0002578291,0.0004117077,0.0005991086,0.001703538],"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":[0.00003681724,0.00002605644,0.001029047,0.00002707044,0.00001097181,0.0007655114,0.02020858,0.00009337998,0.0001083811,0.7378369,0.2303987,0.009458615],"study_design_scores_gemma":[0.00001117703,0.00001597217,0.0002256936,0.0001799937,0.000005319338,0.0006336406,0.03825105,0.00007961849,0.00008907465,0.1309807,0.8295019,0.00002585024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01296568,0.006486717,0.004257782,0.5249902,0.007396417,0.00002756333,0.00008091152,0.0001467403,0.443648],"genre_scores_gemma":[0.4314928,0.006588856,0.003217402,0.2328673,0.001885141,0.00009507349,0.0001173004,0.0003980064,0.3233382],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02860745,"threshold_uncertainty_score":0.09570146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02365286422108672,"score_gpt":0.3487109809848678,"score_spread":0.3250581167637811,"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."}}