{"id":"W2608776259","doi":"10.5539/ies.v10n5p26","title":"Do Prospective Teachers Care About PISA Studies? A Pilot Study among University Students in Germany","year":2017,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education Practices and Challenges","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technische Universität München; Deutsche Forschungsgemeinschaft","keywords":"Psychology; Sample (material); Perception; Medical education; Mathematics education; Teacher education; Pedagogy; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002981725,0.0001898526,0.0002437828,0.0002217892,0.001008278,0.0004397905,0.0006801995,0.00001913843,0.000211242],"category_scores_gemma":[0.0005195457,0.0001790496,0.00004538667,0.0000295293,0.0004046492,0.001088507,0.0003006855,0.0002066338,0.00006104054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006437777,"about_ca_system_score_gemma":0.0001406059,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001439869,"about_ca_topic_score_gemma":0.02007504,"domain_scores_codex":[0.9986526,0.00009206584,0.0002697236,0.0003920153,0.0004306352,0.000162973],"domain_scores_gemma":[0.9969407,0.0001344433,0.0004352556,0.0003556546,0.002088021,0.00004591094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004295159,0.00154173,0.4649671,0.00001795696,0.0006270586,0.000004250517,0.5211275,0.000001756235,6.027769e-7,0.007923011,0.002459538,0.001286571],"study_design_scores_gemma":[0.0004711465,0.0001479283,0.3745115,0.00008055884,0.0000389135,3.691488e-7,0.5837999,3.010134e-7,9.010036e-7,0.0003852186,0.04044551,0.0001178008],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483315,0.003633809,2.517849e-7,0.00232123,0.006065582,0.0004700592,0.00001307495,0.0000360176,0.03912853],"genre_scores_gemma":[0.9716862,0.001348152,0.0000197485,0.0001028766,0.0006085148,0.0001126282,0.000004919891,0.00001457425,0.02610242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09045563,"threshold_uncertainty_score":0.997806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1483485017923867,"score_gpt":0.4328671355467399,"score_spread":0.2845186337543533,"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."}}