{"id":"W2619102417","doi":"10.7202/1073018ar","title":"Teachers' Work and the Preparation of Teachers","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies","funders":"","keywords":"Teacher preparation; Work (physics); Mathematics education; Psychology; Pedagogy; Teacher education; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007383249,0.00004678256,0.00009942982,0.00001203285,0.0001615328,0.00002563591,0.00009895557,0.00003388372,0.0001031234],"category_scores_gemma":[0.0009535466,0.00003324452,0.00003792393,0.0002060747,0.0004766188,0.00006426954,0.00001801785,0.00008361717,0.00001122225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001634477,"about_ca_system_score_gemma":0.0000469081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005075974,"about_ca_topic_score_gemma":0.0001996791,"domain_scores_codex":[0.9991755,0.0003722343,0.0001085266,0.0001011846,0.0001457344,0.00009676721],"domain_scores_gemma":[0.9995442,0.000245525,0.00006206211,0.00006556512,0.00002804999,0.00005460536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002172565,0.00001005535,0.05079021,0.000003297466,0.00002258895,3.469882e-8,0.93213,0.000001297862,0.000005358621,0.003935924,0.007263202,0.005816269],"study_design_scores_gemma":[0.0005240379,0.00002070804,0.04669114,0.00000954113,0.00005696312,4.386647e-8,0.7961096,0.00000898165,0.00003769223,0.0004780366,0.1559606,0.0001026771],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4787064,0.001433193,0.0001530221,0.5028232,0.0001072327,0.0002778369,6.752751e-7,0.00006956978,0.01642885],"genre_scores_gemma":[0.9978206,0.00007052701,0.0001591027,0.001090543,0.0001543459,0.00001516286,4.723703e-7,0.000003405684,0.0006858319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5191142,"threshold_uncertainty_score":0.1756122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.115864757604594,"score_gpt":0.3857010512361503,"score_spread":0.2698362936315563,"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."}}