{"id":"W7108204860","doi":"10.17605/osf.io/mgqzn","title":"Pre-Service Primary Teachers' Attitudes and Teaching Self-Efficacy for inclusive education: A Systematic Review and meta-analysis","year":2025,"lang":"","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vision; Context (archaeology); Convention on the Rights of Persons with Disabilities; Promotion (chess); Inclusion (mineral); Population; Convention","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science"],"category_scores_codex":[0.0270546,0.00197821,0.01185416,0.002317024,0.003939311,0.007348069,0.01155743,0.0009448547,0.00239184],"category_scores_gemma":[0.01653898,0.001583939,0.001405971,0.009911037,0.001449923,0.002610712,0.01062335,0.002231336,0.0003331469],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001493907,"about_ca_system_score_gemma":0.01044491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008492861,"about_ca_topic_score_gemma":0.0002961531,"domain_scores_codex":[0.985334,0.002733006,0.002853592,0.005239391,0.002368277,0.001471715],"domain_scores_gemma":[0.9819198,0.004599771,0.004534212,0.006120104,0.001809882,0.001016266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00003726767,0.002914679,0.0001820181,0.7279375,0.2282949,0.000002904083,0.01222907,0.00002963625,0.00001040876,0.0201749,0.007519326,0.0006674618],"study_design_scores_gemma":[0.0003272389,0.0001034052,0.000532194,0.08902422,0.8953454,0.000022497,0.0009047634,0.0001623316,0.000001701319,0.001081914,0.01075634,0.001737978],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.000103107,0.7518501,0.00854459,0.01241783,0.000556731,0.08831448,0.0009509152,0.0002881102,0.1369741],"genre_scores_gemma":[0.006220849,0.01248294,0.6571239,0.04456069,0.000375767,0.01984106,0.0001986325,0.001085508,0.2581106],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7393672,"threshold_uncertainty_score":0.9992961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0331332931856538,"score_gpt":0.4017377872310436,"score_spread":0.3686044940453899,"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."}}