{"id":"W2341177101","doi":"10.26522/brocked.v24i2.461","title":"Themes on the Meaning of Professionalism and Setting New Directions for Policy and Practice","year":2015,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Meaning (existential); Reading (process); Pedagogy; Sociology; Epistemology; Psychology; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006871693,0.00004166271,0.00005101897,0.00006203469,0.0006197,0.00007361285,0.00005465823,0.00002398928,0.00001124716],"category_scores_gemma":[0.01306432,0.00002864363,0.0000158557,0.0001196768,0.00007638262,0.0001748261,0.000009275745,0.0001097653,8.206506e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006355311,"about_ca_system_score_gemma":0.002497237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003149887,"about_ca_topic_score_gemma":0.00004770191,"domain_scores_codex":[0.9992974,0.0002826634,0.0001119751,0.00006034922,0.0001546543,0.00009298183],"domain_scores_gemma":[0.9982927,0.001070892,0.0001719776,0.00003840384,0.0002986572,0.0001273972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000227615,0.00009943516,0.001351573,0.000006534098,0.00002703823,1.452631e-8,0.6640575,8.599841e-7,0.00003902778,0.1423043,0.1423015,0.0497894],"study_design_scores_gemma":[0.00008508912,0.00001586847,0.00182715,0.00003601399,0.00001247309,0.0000114174,0.6311592,5.603409e-7,0.0000121043,0.0151976,0.3516127,0.00002990978],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0235394,0.002623184,0.0001220319,0.9548424,0.0009827116,0.0002510024,8.596616e-7,0.00001417318,0.01762425],"genre_scores_gemma":[0.978483,0.0002309174,0.003143212,0.002974847,0.002191465,0.00001867396,5.660622e-7,0.000006690776,0.01295068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9549435,"threshold_uncertainty_score":0.995249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.270494470982265,"score_gpt":0.490923598365737,"score_spread":0.220429127383472,"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."}}