{"id":"W3174309292","doi":"10.1080/02568543.2021.1930823","title":"Going Beyond: Implementing “Beyond Quality” through the Investigating Quality (IQ) Project","year":2021,"lang":"en","type":"article","venue":"Journal of Research in Childhood Education","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Aotearoa; Early childhood education; Indigenous; Early childhood; Government (linguistics); Political science; Equity (law); Pedagogy; Sociology; Public administration; Psychology; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1306922,0.0004400268,0.0005769103,0.00174842,0.01895974,0.01667211,0.004256543,0.003924048,0.007523164],"category_scores_gemma":[0.08652087,0.0006373834,0.0008435867,0.002885236,0.0383074,0.01338766,0.03117689,0.009814395,0.001137662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03416814,"about_ca_system_score_gemma":0.2467022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1263555,"about_ca_topic_score_gemma":0.189035,"domain_scores_codex":[0.9169999,0.06025821,0.001749067,0.003106663,0.009718725,0.008167415],"domain_scores_gemma":[0.8760881,0.04771897,0.00456094,0.01487185,0.02094878,0.03581138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001224504,0.0003740365,0.01183045,0.0006567892,0.00005261913,0.0004749157,0.3062788,0.0006183162,0.001154821,0.3524471,0.09250112,0.2334887],"study_design_scores_gemma":[0.0001338271,0.000340516,0.01071487,0.001999648,0.00009404716,0.0001950765,0.1761363,0.0005082682,0.001908231,0.1015237,0.7063491,0.00009634998],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1683488,0.007237806,0.07305729,0.4633106,0.002792888,0.003112271,0.0005447605,0.001111524,0.280484],"genre_scores_gemma":[0.7272615,0.005578279,0.1653239,0.05280769,0.0005138211,0.002722746,0.0005494604,0.0009516177,0.0442909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1306922,"threshold_uncertainty_score":0.6911745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1897682259677256,"score_gpt":0.5351041322154432,"score_spread":0.3453359062477176,"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."}}