{"id":"W7116977080","doi":"10.5287/ora-2zqr4eb7e","title":"Evaluating approaches to EAL newcomer support: protocol for a systematic review.","year":2021,"lang":"en","type":"dissertation","venue":"Oxford University Research Archive (ORA) (University of Oxford)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mainstream; Variety (cybernetics); Inclusion (mineral); Trustworthiness; Protocol (science); Qualitative research; Mainstreaming; Narrative","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1564578,0.006025309,0.01484915,0.01564654,0.005344468,0.009522832,0.005816346,0.007831609,0.08352556],"category_scores_gemma":[0.1854133,0.007110571,0.01603382,0.01847151,0.005525626,0.01159113,0.006796782,0.01174447,0.01481728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01966558,"about_ca_system_score_gemma":0.07826807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008545616,"about_ca_topic_score_gemma":0.02062458,"domain_scores_codex":[0.9118561,0.04538602,0.02439942,0.00578416,0.009186983,0.00338736],"domain_scores_gemma":[0.8807808,0.05569628,0.02216892,0.01230507,0.02525882,0.003790178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0086313,0.0005973305,0.00108144,0.8713088,0.002614073,0.000992813,0.005156168,0.001372842,0.001862011,0.008441008,0.04851152,0.04943072],"study_design_scores_gemma":[0.04837793,0.003008672,0.006073693,0.6606981,0.007537327,0.0009267388,0.006403793,0.002249155,0.003116288,0.02048273,0.2403482,0.0007773439],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002440922,0.001049503,0.001001048,0.0003278205,0.0002229076,0.9944036,0.002361131,0.00005698812,0.0003329591],"genre_scores_gemma":[0.0001937755,0.0003878244,0.002758343,0.00009606846,0.00001040145,0.9961799,0.0002257184,0.00000477064,0.0001432219],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1564578,"threshold_uncertainty_score":0.8274381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3042601651644002,"score_gpt":0.4876297952080677,"score_spread":0.1833696300436674,"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."}}