{"id":"W7100045786","doi":"","title":"Improvement; Teacher Qualifications IDENTIFIERS *QUALM Teacher Education Program; *University of","year":2016,"lang":"en","type":"article","venue":"","topic":"Medieval and Classical Philosophy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Practicum; Teacher education; Competence (human resources); Conceptual framework; Identifier; Focus group; Schema (genetic algorithms); Program evaluation","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":[0.0001059712,0.00007288151,0.00009132468,0.00004408056,0.0001306422,0.00002330532,0.0001411,0.00003028642,0.01662166],"category_scores_gemma":[0.00002332284,0.00004707573,0.0000709632,0.00002382662,0.0002841284,0.0001777475,0.00002573807,0.00004621309,0.0003535383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003010461,"about_ca_system_score_gemma":0.0000559675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002947521,"about_ca_topic_score_gemma":0.0002816708,"domain_scores_codex":[0.9994259,0.00003161177,0.0001395354,0.0001534393,0.0001367613,0.0001126928],"domain_scores_gemma":[0.9995196,0.00002115077,0.00008216687,0.0001922652,0.0001134632,0.0000713722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001520129,0.001033229,0.0002163167,0.00002384339,0.0000338987,1.346674e-7,0.005058941,1.070117e-8,0.002923391,0.6393052,0.05397693,0.2974129],"study_design_scores_gemma":[0.0003093752,0.0001371073,0.0006460235,0.00002974689,0.00004523425,1.16814e-7,0.01062971,0.000007331447,0.0003644192,0.02359761,0.9640822,0.0001510745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1512834,0.00004060859,0.000292897,0.00828621,0.0004919416,0.0005527269,0.00001907087,0.0001633732,0.8388698],"genre_scores_gemma":[0.6918744,0.000005680829,0.00006614939,0.00006776557,0.0002385266,0.000008808517,0.000007335959,0.000005356925,0.307726],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9101053,"threshold_uncertainty_score":0.9842773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03890849242342856,"score_gpt":0.2620093185018352,"score_spread":0.2231008260784066,"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."}}