{"id":"W1852309927","doi":"","title":"ASSESSING TEACHER DISPOSITIONS USING THE Q-SORT METHOD - Phase 2 - MASTER TEACHERS","year":2014,"lang":"en","type":"article","venue":"","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Psychology; Mathematics education; Process (computing); sort; Phase (matter); Pedagogy; Medical education; Computer science; Medicine; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002571368,0.00009328842,0.00009193395,0.00005038197,0.001265002,0.0002280137,0.0001817808,0.00008669068,0.0009065745],"category_scores_gemma":[0.0001895518,0.00006075962,0.00005244413,0.0002096966,0.0001121981,0.0006835886,0.00004281247,0.0001996155,0.00001929719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104066,"about_ca_system_score_gemma":0.0001360325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005941012,"about_ca_topic_score_gemma":0.0001388637,"domain_scores_codex":[0.998155,0.0009176089,0.0001707117,0.0001754695,0.0003330383,0.0002481596],"domain_scores_gemma":[0.999465,0.0002059502,0.00007752799,0.0001274724,0.00004979512,0.00007419334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002195837,0.0006912549,0.05708966,0.00001026956,0.0001168344,0.000001821705,0.1553201,0.00006853388,0.021932,0.1600103,0.009857047,0.5948802],"study_design_scores_gemma":[0.002562569,0.0000453173,0.1101419,0.0001771092,0.0002114513,0.000004738306,0.1403012,0.01241149,0.001550497,0.01853796,0.7129349,0.00112088],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3872206,0.00001093467,0.4851235,0.006464822,0.0003640488,0.0002261029,5.226154e-7,0.0001196885,0.1204698],"genre_scores_gemma":[0.9355925,0.000001272566,0.04602301,0.0005861156,0.0003718169,0.0000127888,0.00001066059,0.00001257011,0.01738928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7030779,"threshold_uncertainty_score":0.9926355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383885730959351,"score_gpt":0.4673631799500234,"score_spread":0.3289746068540882,"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."}}