{"id":"W4392435375","doi":"10.58680/la201114935","title":"Professional Book Reviews: Counterstories of Achievement","year":2011,"lang":"en","type":"article","venue":"Language Arts","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Pedagogy","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":[0.0004347208,0.00003638202,0.00008591145,0.00002121492,0.0001024637,0.000005259346,0.00008662634,0.00002418792,0.00196604],"category_scores_gemma":[0.00005500871,0.00002843665,0.00002946687,0.00005825334,0.00006565718,0.00009337851,0.00001208194,0.00002779342,0.00009041805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002141168,"about_ca_system_score_gemma":0.00007154355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003142631,"about_ca_topic_score_gemma":0.0006363005,"domain_scores_codex":[0.9994799,0.00009108287,0.0001393687,0.00005943448,0.0001312974,0.00009885027],"domain_scores_gemma":[0.9997059,0.00001910831,0.00009176155,0.0001065067,0.00003223353,0.00004449505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003756149,0.00006621377,0.007646757,0.00003173515,0.000005563108,0.000001046039,0.8702644,4.932812e-9,0.0001783895,0.05973105,0.06078804,0.001283013],"study_design_scores_gemma":[0.00004262161,0.00001142568,0.002380918,0.00006185551,0.000003141056,1.826507e-7,0.05640048,3.330227e-8,0.0003307032,0.00008194659,0.9406466,0.00004003244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4870329,0.01392044,0.00003262169,0.002072644,0.002377141,0.0006871888,0.00001249813,0.00005735787,0.4938072],"genre_scores_gemma":[0.9404275,0.0002169919,0.0002594597,0.00137253,0.0004906606,0.00003553305,0.000003053797,0.000004959471,0.05718934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8798586,"threshold_uncertainty_score":0.9989463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07381014476461191,"score_gpt":0.3872684162269724,"score_spread":0.3134582714623605,"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."}}