{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00180581,0.00017505,0.0001806596,0.0008810389,0.005677462,0.003987838,0.0006232255,0.0007488528,0.00849103],"category_scores_gemma":[0.008514841,0.0001660082,0.0001602352,0.0005566672,0.002448258,0.0007041841,0.001655757,0.001476192,0.001195303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002479234,"about_ca_system_score_gemma":0.005951504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01087036,"about_ca_topic_score_gemma":0.02482428,"domain_scores_codex":[0.9982408,0.0008868191,0.00005894986,0.00007246429,0.0001988562,0.0005421088],"domain_scores_gemma":[0.9934599,0.002165453,0.0007594823,0.0002404291,0.0008049975,0.00256976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009218517,0.003654706,0.3515148,0.0003135465,0.00003639085,0.004041144,0.3661106,0.0004991305,0.004499394,0.06688537,0.01642785,0.1850952],"study_design_scores_gemma":[0.0001028913,0.0004208445,0.5772522,0.0002126604,0.00002851333,0.001162259,0.3302189,0.0003276237,0.00202516,0.008678731,0.07952958,0.00004066223],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9057928,0.0006978468,0.0002134961,0.00262897,0.0001331311,0.00003257226,0.00004654855,0.00002129723,0.09043336],"genre_scores_gemma":[0.9865899,0.0001984418,0.00009543533,0.00007287571,0.00001728391,0.00001016074,0.00002040859,0.000006671523,0.01298881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01087036,"threshold_uncertainty_score":0.02840537,"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."}}