{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002775802,0.00008318705,0.00007318482,0.00004723214,0.0005693171,0.0001614794,0.0001755552,0.00007296188,0.005277764],"category_scores_gemma":[0.0002829088,0.00008392576,0.00001845373,0.0002663787,0.0002117128,0.0002838417,0.00002775492,0.0001351012,0.000134437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006408649,"about_ca_system_score_gemma":0.00005023209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002774893,"about_ca_topic_score_gemma":0.000400355,"domain_scores_codex":[0.9989949,0.0002171811,0.000113001,0.0002166137,0.0002425698,0.0002157773],"domain_scores_gemma":[0.9994926,0.00008054637,0.00006100545,0.0001518069,0.00006691424,0.0001471158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[9.35705e-7,0.0001521651,0.01935596,0.000002623294,0.000004739649,3.191434e-7,0.9593424,4.390497e-7,0.0005503396,0.0003944721,0.007206231,0.01298938],"study_design_scores_gemma":[0.000146401,0.00002333942,0.04764107,0.0000108347,0.00001229495,0.00000124998,0.8633983,0.000246783,0.00004491799,0.0001208352,0.08818714,0.0001668201],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8419349,0.0001077602,0.00004318183,0.009745706,0.0001479592,0.0001421142,3.742978e-7,0.0001269607,0.1477511],"genre_scores_gemma":[0.963319,0.0000220783,0.0009342401,0.0001622537,0.0002871437,0.0000752073,0.000002192046,0.000008424655,0.03518946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1213841,"threshold_uncertainty_score":0.9956316,"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."}}