{"id":"W1899527854","doi":"10.18733/c3988n","title":"Challenges and encouraging educational practices: Observations from field experiences","year":2014,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Licensure; Workload; Classroom management; Curriculum; Medical education; Professional development; Psychology; Teacher education; Pedagogy; Work (physics); Face (sociological concept); Mathematics education; Medicine; Sociology; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006054766,0.0009225269,0.001012126,0.001669858,0.009616924,0.003675813,0.002290856,0.002924751,0.001971193],"category_scores_gemma":[0.03049454,0.001182568,0.0005647097,0.001162024,0.005571653,0.002432712,0.005397695,0.003535078,0.000623802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001467703,"about_ca_system_score_gemma":0.001711824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004876045,"about_ca_topic_score_gemma":0.01085859,"domain_scores_codex":[0.9906097,0.006041729,0.0004041985,0.0007478251,0.0008754688,0.001321012],"domain_scores_gemma":[0.976131,0.01543611,0.002810584,0.001585041,0.001802219,0.002235041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001342807,0.0002512185,0.01601028,0.0001551056,0.00001288061,0.00414073,0.9638566,0.0001015473,0.003760285,0.0003343974,0.0009102906,0.01033236],"study_design_scores_gemma":[0.00001092842,0.0004806403,0.01399909,0.0001409545,0.00001321329,0.002170881,0.9676821,0.0001126114,0.001529772,0.0001859579,0.01361058,0.00006309714],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931932,0.0002428359,0.001530462,0.0005144298,0.0000371321,0.0001189093,0.00007848409,0.00004491862,0.004239616],"genre_scores_gemma":[0.9954456,0.0003162153,0.0009296237,0.0002112048,0.0000303753,0.0001172936,0.00005835476,0.00003801046,0.002853308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009616924,"threshold_uncertainty_score":0.03202111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9117370497017495,"score_gpt":0.5802842387142977,"score_spread":0.3314528109874518,"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."}}