{"id":"W2108098541","doi":"10.1177/1476750306060543","title":"Between a rock and a (very) hard place","year":2006,"lang":"en","type":"article","venue":"Action Research","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Action research; Context (archaeology); Excellence; Professional development; Accountability; Empowerment; Pedagogy; Action (physics); Autonomy; Faculty development; Sociology; Public relations; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001219348,0.00003409974,0.00005333947,0.0001070765,0.000607851,0.00009182361,0.00007263998,0.00005062853,0.0001972989],"category_scores_gemma":[0.0002476919,0.00003349383,0.00001374515,0.0003133944,0.0001554928,0.0001221608,0.0000212105,0.0002193372,0.0001565684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035923,"about_ca_system_score_gemma":0.0001229509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01016735,"about_ca_topic_score_gemma":0.002758886,"domain_scores_codex":[0.9987852,0.0003804865,0.00006260537,0.0001292965,0.0003961911,0.0002461978],"domain_scores_gemma":[0.9994081,0.0003365198,0.00001440939,0.00006477856,0.0001130261,0.00006314254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002305642,0.0001151534,0.518045,0.00002898671,0.00003125668,0.000001457661,0.1058481,0.000002043294,0.0002831532,0.01094037,0.332303,0.0323784],"study_design_scores_gemma":[0.00009522866,0.00001433523,0.3279933,0.00000454927,0.000002362149,1.466861e-7,0.125912,0.000002444737,0.00008195572,0.0008237925,0.5450221,0.00004777179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8369995,0.0002316115,0.00004549889,0.1258233,0.0001266383,0.0001861887,0.000001212217,0.00007584144,0.03651028],"genre_scores_gemma":[0.9630412,0.00006505599,0.00003960949,0.00003595559,0.0006214767,0.00001804314,0.00000145331,0.000003654023,0.03617353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.212719,"threshold_uncertainty_score":0.996424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5437138506939828,"score_gpt":0.547467547316814,"score_spread":0.003753696622831204,"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."}}