{"id":"W1747676963","doi":"10.5539/jel.v4n3p71","title":"Teachers’ Aides Working in Secondary School Settings: Preparedness and Professional Learning","year":2015,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Psychology; Professional development; Pedagogy; Secondary education; Medical education; Mathematics education; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002384611,0.0002189311,0.000369891,0.0007578658,0.004879834,0.002267999,0.000753383,0.0005380153,0.001516141],"category_scores_gemma":[0.006419195,0.0006210565,0.0002058625,0.0007036676,0.002589262,0.0008845145,0.003384248,0.001058041,0.0002465716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003991182,"about_ca_system_score_gemma":0.007439942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1323271,"about_ca_topic_score_gemma":0.3066981,"domain_scores_codex":[0.9971718,0.001052673,0.0002300591,0.0002584972,0.0005479112,0.0007391601],"domain_scores_gemma":[0.9948527,0.0009269973,0.001242434,0.0001213847,0.000787726,0.002068783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000796849,0.0002091604,0.2154626,0.0002205145,0.00001454114,0.001334352,0.7616957,0.00006422897,0.001751277,0.0002325877,0.0005414272,0.01839396],"study_design_scores_gemma":[0.00001004044,0.0002724826,0.2953143,0.0001161007,0.000009060133,0.0005160591,0.6972229,0.00009831349,0.0002770475,0.0000973705,0.006048173,0.00001817377],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991505,0.000076027,0.00003250591,0.00008759864,0.00000265393,0.00001186674,0.000006149235,0.00000135558,0.000631234],"genre_scores_gemma":[0.9991344,0.000131526,0.0001269923,0.00004652964,0.000001340362,0.00001040253,0.000007113991,0.000001008049,0.0005407288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1323271,"threshold_uncertainty_score":0.2631137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02543625507370879,"score_gpt":0.3618875158006881,"score_spread":0.3364512607269793,"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."}}