{"id":"W2779290504","doi":"10.36510/learnland.v8i2.711","title":"Teacher Research and Evaluation: A Story From Two Perspectives","year":2015,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Charter; Work (physics); Mathematics education; Pedagogy; Charter school; Sociology; Political science; Psychology; Public relations; Engineering; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004514736,0.00005958172,0.00008704835,0.00008264228,0.0005762766,0.0001100717,0.0000977425,0.0000482652,0.0004837148],"category_scores_gemma":[0.00268521,0.00005442154,0.00001568254,0.0001838008,0.0002556793,0.0001233291,0.00003109865,0.0004660658,0.00009378637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001391238,"about_ca_system_score_gemma":0.0002728407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002524913,"about_ca_topic_score_gemma":0.002628841,"domain_scores_codex":[0.9970704,0.001804714,0.00006027647,0.0002172446,0.000631245,0.000216176],"domain_scores_gemma":[0.9989337,0.0004526179,0.00003062757,0.0000787643,0.0003745585,0.0001297737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009972685,0.00002860963,0.1499277,9.434373e-7,0.00001814645,3.802435e-7,0.8358632,0.00001650234,0.000004511406,0.001145639,0.0058937,0.007090656],"study_design_scores_gemma":[0.0003161655,0.00003063236,0.02512347,0.000007976895,0.000008205009,1.44697e-7,0.7940543,0.00009089113,0.000001111,0.001184282,0.179119,0.00006378403],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8941165,0.01012497,0.000006144922,0.05018298,0.0001490877,0.0001304237,3.659953e-7,0.0000928222,0.04519677],"genre_scores_gemma":[0.9904462,0.00006835785,0.0001143949,0.00002975848,0.001124842,0.0000218171,0.000003440065,0.000007470172,0.008183721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1732253,"threshold_uncertainty_score":0.5296338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3285143121053198,"score_gpt":0.4906893012700657,"score_spread":0.1621749891647459,"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."}}