{"id":"W6922341900","doi":"10.11575/ajer.v62i3.56217","title":"Contextualizing Teacher Professionalism: Findings from a Cross-Case Analysis of Union Active Teachers","year":2016,"lang":"en","type":"article","venue":"University of Calgary","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Framing (construction); Politics; Discourse analysis; Triad (sociology); Context (archaeology); Public policy; Limiting","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004322784,0.00007103174,0.0002200873,0.0001921825,0.0002534055,0.000005674301,0.0001714062,0.0001080039,0.001322991],"category_scores_gemma":[0.0001925493,0.00006211537,0.0001488994,0.0003940442,0.0008052723,0.0002259183,0.00004792001,0.00009024399,0.000005829016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001496265,"about_ca_system_score_gemma":0.0001364992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02158367,"about_ca_topic_score_gemma":0.004282102,"domain_scores_codex":[0.9989546,0.0003905179,0.0001130238,0.0001721426,0.0002275932,0.0001421025],"domain_scores_gemma":[0.9991968,0.0003296255,0.0001427724,0.0001203382,0.0001470285,0.00006348795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008188113,0.0001559837,0.2805808,0.000004626401,0.0009174739,0.00002051351,0.6951956,5.295629e-7,0.0006623731,0.003613943,0.001061672,0.01770464],"study_design_scores_gemma":[0.0006090951,0.00001526808,0.3718269,0.00005279524,0.0004476433,3.059264e-7,0.6137512,0.000008139972,0.0001851421,0.0001383995,0.0128396,0.0001254412],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897391,0.00008006622,0.0006295926,0.004539918,0.00007481535,0.00009114151,0.00002616417,0.00002816496,0.004791032],"genre_scores_gemma":[0.9920091,0.00002080254,0.0001758145,0.00003545414,0.00001875283,2.07235e-7,0.000007805389,0.000003395477,0.007728676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09124612,"threshold_uncertainty_score":0.9995899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09288407509584799,"score_gpt":0.3677855313697215,"score_spread":0.2749014562738735,"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."}}