{"id":"W2808239428","doi":"","title":"Discourses of Teacher Professionalism: “From Within” and “From Without” or Two Sides of the Same Coin?","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Socialization; Government (linguistics); Power (physics); Sociology; Pedagogy; Sample (material); Discourse analysis; Power structure; Mathematics education; Public relations; Political science; Psychology; Social science; Linguistics; Ethnography; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0134027,0.0003713196,0.0008625778,0.003101017,0.01692795,0.0149418,0.001643558,0.003040076,0.002446895],"category_scores_gemma":[0.03456133,0.0005298051,0.0003070351,0.003721504,0.04623022,0.01184263,0.00714331,0.00473592,0.0002599482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02239094,"about_ca_system_score_gemma":0.02297084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2501922,"about_ca_topic_score_gemma":0.2634328,"domain_scores_codex":[0.9817827,0.01087894,0.0005847658,0.001193539,0.003436628,0.00212349],"domain_scores_gemma":[0.9737925,0.01569007,0.00467187,0.001130658,0.002861432,0.001853497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001166286,0.000005555714,0.00331999,0.00003407812,0.00000251332,0.00005783718,0.9860512,0.000004620142,0.00009811208,0.007885768,0.0003309153,0.002197761],"study_design_scores_gemma":[0.000003857506,0.000006366361,0.005527576,0.0001290501,0.000005498698,0.00006979246,0.9804982,0.00002812541,0.00009550976,0.002036527,0.01158937,0.00001025015],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8864413,0.003669352,0.001433778,0.04914647,0.000259648,0.00004417451,0.00007683568,0.00001592129,0.0589125],"genre_scores_gemma":[0.9977133,0.0005241793,0.0001056313,0.0005198901,0.00005368653,0.00001065745,0.00001622044,0.00001098317,0.001045451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2501922,"threshold_uncertainty_score":0.4974719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279435475994303,"score_gpt":0.4491318812140958,"score_spread":0.3211883336146655,"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."}}