{"id":"W7072022376","doi":"","title":"Teacher as commodity versus teacher as professional: An international status-based crisis in teacher supply","year":2021,"lang":"en","type":"article","venue":"Plymouth Marjon University Repository (Plymouth Marjon University)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commodity; Government (linguistics); Quality (philosophy); Control (management); Perception; Teacher quality","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00433193,0.0001332423,0.0003241693,0.001380572,0.003695875,0.007817741,0.0005771695,0.002276854,0.0114851],"category_scores_gemma":[0.008887281,0.0002610932,0.0001356445,0.003456356,0.00876715,0.01100044,0.005726339,0.003512625,0.0006708282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006000335,"about_ca_system_score_gemma":0.004001223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01689978,"about_ca_topic_score_gemma":0.01868567,"domain_scores_codex":[0.9977964,0.0008550074,0.0001183207,0.0001973763,0.0004643581,0.0005685057],"domain_scores_gemma":[0.9939024,0.00228009,0.001324355,0.0002710579,0.001041678,0.001180303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003669018,0.0001038403,0.03244881,0.0003796563,0.00001418674,0.001802941,0.3484861,0.0002874717,0.0009981703,0.4816843,0.04749626,0.08593142],"study_design_scores_gemma":[0.00002178221,0.00007568159,0.0423618,0.0007963806,0.000007544087,0.0005795837,0.6361432,0.0002083638,0.0002819068,0.03426975,0.2852173,0.00003674537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3995968,0.007202523,0.0007882263,0.335356,0.0007819293,0.00001375299,0.0001900693,0.00001821036,0.2560525],"genre_scores_gemma":[0.9832296,0.002635318,0.0001104486,0.003909316,0.0002755563,0.00001012544,0.00004121495,0.00003205764,0.00975636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01689978,"threshold_uncertainty_score":0.04353571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05932408189928956,"score_gpt":0.3299407819469661,"score_spread":0.2706167000476765,"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."}}