{"id":"W4220815489","doi":"10.12968/eyed.2022.23.9.27","title":"What works?","year":2022,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Value (mathematics); Quality (philosophy); History; Visual arts; Psychology; Art; Computer science; Epistemology; Philosophy","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":[0.015608,0.0008506245,0.001242749,0.001443966,0.002907994,0.009243086,0.001974067,0.004515947,0.07804914],"category_scores_gemma":[0.06881277,0.0003838743,0.001401167,0.0008978632,0.002939788,0.0063801,0.00276234,0.004638238,0.03074366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00399615,"about_ca_system_score_gemma":0.01177992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005356445,"about_ca_topic_score_gemma":0.01311607,"domain_scores_codex":[0.9869565,0.007939998,0.0005309046,0.001078036,0.002205461,0.001289226],"domain_scores_gemma":[0.9741252,0.01173558,0.002046712,0.001266897,0.004613155,0.006212452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005919925,0.0004097385,0.007695133,0.004773929,0.0004567218,0.0002251428,0.003260185,0.0001113349,0.0002398354,0.01651681,0.4264542,0.539265],"study_design_scores_gemma":[0.0004692139,0.0006205114,0.009672159,0.02701937,0.0009099668,0.001276239,0.01498761,0.0002640762,0.0008729268,0.04866141,0.8951141,0.0001325168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009321355,0.1005795,0.00376176,0.6932437,0.0223488,0.000506717,0.001431307,0.0006897395,0.168117],"genre_scores_gemma":[0.2860939,0.1288279,0.0203097,0.4081638,0.01608813,0.002340965,0.002297359,0.0009336522,0.1349446],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07804914,"threshold_uncertainty_score":0.2611004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573983919844258,"score_gpt":0.2987149861912825,"score_spread":0.2829751469928399,"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."}}