{"id":"W7132981025","doi":"","title":"Initial Teacher Certification Testing: Preservice Teachers' Experiences and Perceptions","year":2002,"lang":"en","type":"article","venue":"TSpace","topic":"Teacher Education and Assessments","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Perception; Teacher education; Test (biology); Survey instrument; Teacher preparation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002663817,0.0001648407,0.0002963434,0.0008114363,0.003916873,0.002374628,0.0005619981,0.0005738682,0.002402425],"category_scores_gemma":[0.0099998,0.0003673986,0.0002153051,0.0008381846,0.002124131,0.0008180189,0.001723891,0.001398634,0.0002431116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005695053,"about_ca_system_score_gemma":0.00864191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.547686,"about_ca_topic_score_gemma":0.6911836,"domain_scores_codex":[0.9975304,0.0004665329,0.0001111856,0.0001451367,0.0007509426,0.0009958473],"domain_scores_gemma":[0.9873329,0.001999814,0.002738768,0.0002034072,0.002867871,0.004857345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001378715,0.0003151816,0.5865282,0.00007215321,0.00001048799,0.001025065,0.3948699,0.00003959518,0.001476437,0.0001598789,0.001591234,0.01377392],"study_design_scores_gemma":[0.000009372265,0.0002122353,0.5123195,0.00008522065,0.00000868133,0.0003448663,0.4807819,0.00006344383,0.0003703589,0.00003179322,0.005750656,0.00002191851],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982228,0.0000884124,0.00001790558,0.0002323244,0.00000514969,0.00001073259,0.00002017672,0.000001716929,0.001400784],"genre_scores_gemma":[0.9983246,0.0001539568,0.00002827682,0.0001118616,0.000004108468,0.000007138197,0.00003317081,0.000002259184,0.001334539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.547686,"threshold_uncertainty_score":0.9099556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2276844017876652,"score_gpt":0.4834420719363206,"score_spread":0.2557576701486555,"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."}}