{"id":"W6996219658","doi":"","title":"Report on research methods for assessing demand for integrated education in Northern Ireland","year":2023,"lang":"en","type":"report","venue":"Research Portal (Queen's University Belfast)","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University Belfast; Queen's University; McKnight Foundation","keywords":"Northern ireland; Research methodology; Data collection; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"design_other","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"design_other","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09544419,0.001126718,0.001120313,0.008572293,0.001538874,0.004706893,0.002334926,0.001023339,0.01572297],"category_scores_gemma":[0.1274075,0.001144468,0.00158829,0.008553817,0.001214201,0.002694234,0.003600753,0.001466571,0.007155031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01061929,"about_ca_system_score_gemma":0.02558753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1163695,"about_ca_topic_score_gemma":0.1777942,"domain_scores_codex":[0.9136422,0.03922946,0.01415205,0.002452713,0.02827914,0.002244399],"domain_scores_gemma":[0.831749,0.07235869,0.01181549,0.008160703,0.07424246,0.001673574],"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":[0.0008114304,0.001103002,0.1435976,0.007128898,0.0005198069,0.0002952479,0.01403374,0.001259416,0.003137536,0.008463221,0.1332904,0.6863596],"study_design_scores_gemma":[0.0004932891,0.002227467,0.4363104,0.007219613,0.0007226642,0.00043848,0.02753112,0.001695471,0.009818636,0.002717522,0.5103681,0.0004572822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1147092,0.01525955,0.1696836,0.01043763,0.00406579,0.1275437,0.1112394,0.002115247,0.4449458],"genre_scores_gemma":[0.1418785,0.01403622,0.5148628,0.002553341,0.0005639821,0.1440361,0.04803465,0.0008270959,0.1332072],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1163695,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2077498997483833,"score_gpt":0.5386934439640007,"score_spread":0.3309435442156173,"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."}}