{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001057183,0.0002665101,0.0002217563,0.001568781,0.005012353,0.003605518,0.00268739,0.002034963,0.02253275],"category_scores_gemma":[0.004410547,0.000286001,0.0002595376,0.003894913,0.001517819,0.000886918,0.002468877,0.00202355,0.0008124723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05315504,"about_ca_system_score_gemma":0.140805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9942364,"about_ca_topic_score_gemma":0.9973348,"domain_scores_codex":[0.9986004,0.000126398,0.00003071671,0.00006861387,0.0004945787,0.0006792268],"domain_scores_gemma":[0.9962703,0.0003763382,0.0002041007,0.00009360359,0.001249893,0.001805701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004772996,0.0004307002,0.2156945,0.0005031948,0.00006164525,0.00198043,0.01639011,0.003086453,0.0005909955,0.03500147,0.4256378,0.3001454],"study_design_scores_gemma":[0.00008110498,0.0000722633,0.6292306,0.0004921352,0.00005143364,0.0002682913,0.0476488,0.001379621,0.0005087077,0.002874564,0.317322,0.00007045388],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4897259,0.01366172,0.0007680914,0.08877742,0.000741435,0.0002228482,0.01387671,0.0004735871,0.3917524],"genre_scores_gemma":[0.6195979,0.007991182,0.0009518764,0.004422206,0.0001514308,0.00007265944,0.004596751,0.0001405832,0.3620755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05315504,"threshold_uncertainty_score":0.3856686,"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."}}