{"id":"W2141934262","doi":"10.5539/jel.v3n3p67","title":"The Predictive Validity of Teacher Candidate Letters of Reference","year":2014,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Predictive validity; Psychology; Quality (philosophy); Excellence; Test validity; Developmental psychology; Psychometrics; 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":[0.007509753,0.0002970349,0.0003096112,0.001608632,0.0006764515,0.001209867,0.0008245843,0.0008068333,0.004149829],"category_scores_gemma":[0.125088,0.0002066952,0.0004606134,0.001433089,0.0009458606,0.0009315401,0.001491052,0.001298681,0.0007495586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007623349,"about_ca_system_score_gemma":0.0008499415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004879095,"about_ca_topic_score_gemma":0.004284976,"domain_scores_codex":[0.992556,0.003288591,0.000739514,0.0006318706,0.002203053,0.0005810219],"domain_scores_gemma":[0.835429,0.08645272,0.04392057,0.01055385,0.0166999,0.006943911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002154181,0.00008740779,0.9861886,0.0000204086,0.00002142784,0.00008628052,0.0006947032,0.0002561325,0.00008977035,0.0001620323,0.0003790385,0.01179884],"study_design_scores_gemma":[0.00001020442,0.0002767358,0.9949445,0.00004920505,0.00002474893,0.0002780339,0.00142495,0.001368584,0.0003885512,0.0004081304,0.0008094902,0.00001679532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970578,0.0002733933,0.0005596716,0.0004167871,0.00006460724,0.00001823809,0.0001814241,0.00001678831,0.001411366],"genre_scores_gemma":[0.9991014,0.00006295462,0.0002631573,0.00002126613,0.00002088528,0.000008110942,0.0001209153,0.00000614885,0.0003952191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007509753,"threshold_uncertainty_score":0.03971583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08612710363405063,"score_gpt":0.3820409174879654,"score_spread":0.2959138138539148,"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."}}