{"id":"W6903378980","doi":"10.11575/prism/4065","title":"Under surveillance: teachers and educational change in Alberta","year":2011,"lang":"en","type":"other","venue":"PRISM (University of Calgary)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Curriculum; Educational research","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000153764,0.0002322135,0.0003872502,0.0006536283,0.00003699724,0.000004860974,0.0003173435,0.0003805522,0.009567108],"category_scores_gemma":[0.00001776668,0.0003118332,0.0000675023,0.0001967895,0.0003187065,0.0001071124,0.0001635845,0.0002650698,0.0008878481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315361,"about_ca_system_score_gemma":0.000133906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1767902,"about_ca_topic_score_gemma":0.03518145,"domain_scores_codex":[0.9989372,0.0001170319,0.00009072971,0.0003976859,0.0002126186,0.0002447678],"domain_scores_gemma":[0.999226,0.00006523803,0.0002462056,0.0003157259,0.00002313475,0.0001236893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001080918,0.0004320813,0.1207803,0.0002194754,0.0003201842,0.00002314399,0.01215904,2.559256e-8,0.00002725309,0.008001732,0.8300496,0.02787898],"study_design_scores_gemma":[0.001186042,0.00002897622,0.5236795,0.0001889128,0.00005004885,0.000004295589,0.0001046802,0.0001306089,6.922466e-7,0.0005702629,0.4735656,0.0004903604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005044634,0.001564127,0.0003454266,0.0006725367,0.0001609056,0.0005293912,0.000009367475,0.00006962861,0.991604],"genre_scores_gemma":[0.005957218,0.0004729446,0.005026564,0.00005492433,0.00005677697,0.000001475658,0.0001721767,0.0003810355,0.9878769],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4028991,"threshold_uncertainty_score":0.9999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031894525318189,"score_gpt":0.2214742483715114,"score_spread":0.2011553031183295,"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."}}