{"id":"W2058472559","doi":"10.1080/1047621032000092977","title":"Contract Staff in Preservice Teacher Education","year":2003,"lang":"en","type":"article","venue":"Teaching Education","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Higher education; Psychology; Pedagogy; Teacher education; Term (time); Alternative teacher certification; Professional development; Medical education; Mathematics education; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01234569,0.0001630116,0.0001335478,0.0005787166,0.009675387,0.002477538,0.001304755,0.001102541,0.008808278],"category_scores_gemma":[0.02109396,0.0003313835,0.0001402055,0.0007422539,0.00203833,0.001388533,0.003649829,0.001747935,0.001490709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004310382,"about_ca_system_score_gemma":0.02161579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01306283,"about_ca_topic_score_gemma":0.02561869,"domain_scores_codex":[0.9909942,0.004405657,0.0002109245,0.0004445115,0.00168996,0.00225483],"domain_scores_gemma":[0.9591814,0.006550551,0.003251428,0.001455369,0.003094219,0.02646703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001027566,0.003829626,0.3107729,0.0003259895,0.00002351408,0.0008266295,0.08540702,0.0005841267,0.00323224,0.01303607,0.04079302,0.5401412],"study_design_scores_gemma":[0.0004264058,0.006112072,0.3374254,0.0008410036,0.00007002173,0.001511505,0.3550364,0.002408276,0.004535072,0.007446024,0.2840507,0.0001371206],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824221,0.0007807592,0.001629009,0.003838157,0.0002028478,0.0001867982,0.00003684514,0.00005246673,0.01085103],"genre_scores_gemma":[0.9807866,0.0006254932,0.00251827,0.0008822391,0.00007869214,0.000255375,0.00006481873,0.00002580591,0.01476281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01306283,"threshold_uncertainty_score":0.06529111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06663206989472067,"score_gpt":0.4442757502309393,"score_spread":0.3776436803362186,"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."}}