{"id":"W2024405916","doi":"10.1111/1471-3802.12066","title":"The development of case studies as a method within a longitudinal study of special educational needs provision in the <scp>R</scp> epublic of <scp>I</scp> reland","year":2014,"lang":"en","type":"article","venue":"Journal of Research in Special Educational Needs","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Credibility; Trustworthiness; Transparency (behavior); Presentation (obstetrics); Order (exchange); Interpretation (philosophy); Inclusion (mineral); Process (computing); Special educational needs; Relation (database); Psychology; Computer science; Special education; Mathematics education; Social psychology; Political science; Business; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03129473,0.000200606,0.0005903741,0.00224906,0.0008251813,0.0001619658,0.001081423,0.0001338697,0.00006103818],"category_scores_gemma":[0.02183569,0.0001330592,0.0001426566,0.004386289,0.0007927316,0.000413733,0.0001423074,0.0008779266,0.000009037451],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000549189,"about_ca_system_score_gemma":0.01107065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004027297,"about_ca_topic_score_gemma":0.01010299,"domain_scores_codex":[0.9902086,0.003680198,0.002082888,0.0002281384,0.003250852,0.0005492851],"domain_scores_gemma":[0.9686707,0.02531327,0.001642992,0.0003735973,0.003746696,0.0002527205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003928176,0.002116386,0.1173644,0.00008379053,0.0001425327,0.000005823004,0.7385208,0.00003942733,0.00002372712,0.1144398,0.02507536,0.002148667],"study_design_scores_gemma":[0.0007175608,0.0004659679,0.1336182,0.0002173074,0.00002066332,0.0001178922,0.7962207,0.000002978125,0.00004685669,0.01288801,0.0556445,0.00003938493],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745899,0.0005158522,0.000009102828,0.00531863,0.001763408,0.0008627289,0.000004030097,0.000001834485,0.01693452],"genre_scores_gemma":[0.983166,0.0001247983,0.001414803,0.00003167148,0.01243054,0.00009331149,0.000002509737,0.00001622566,0.002720139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1015518,"threshold_uncertainty_score":0.9974859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1721330988710647,"score_gpt":0.5086794665758442,"score_spread":0.3365463677047795,"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."}}