{"id":"W4292844921","doi":"10.3102/1440955","title":"Using Social Constructivist Principles for the Design and Evaluation of Rural Teacher Professional Development Models","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 2019 AERA Annual Meeting","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social constructivism; Computer science; Constructivist teaching methods; Mathematics education; Management science; Knowledge management; Pedagogy; Sociology; Psychology; Teaching method; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00494941,0.00007189083,0.0001325044,0.00003003642,0.0006136587,0.00003581983,0.0001909223,0.00005933768,0.000008535425],"category_scores_gemma":[0.0002847085,0.00004429483,0.0000392284,0.0001067453,0.0001714503,0.0002490089,0.00006679336,0.00006485258,4.703101e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007599194,"about_ca_system_score_gemma":0.0005300837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002645284,"about_ca_topic_score_gemma":0.000005635284,"domain_scores_codex":[0.9989102,0.00007534392,0.0002709557,0.00009117251,0.000496672,0.0001556759],"domain_scores_gemma":[0.998374,0.0001999003,0.0004562281,0.00003307838,0.0009151761,0.00002159288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009662886,0.0000937026,0.0733385,0.0002784573,0.0001253424,1.948402e-9,0.7764056,0.001187347,0.01847922,0.1186599,0.001969189,0.009366068],"study_design_scores_gemma":[0.001701536,0.00005793963,0.03595331,0.001337626,0.000258281,0.000003736048,0.8864532,0.04035199,0.0142302,0.01210141,0.007022279,0.0005284909],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952171,0.00009845883,0.00005420795,0.0007892916,0.0003767257,0.001178278,0.000004573249,0.000006697114,0.002274666],"genre_scores_gemma":[0.9961937,0.000002545514,0.002684215,0.00001664437,0.0002262538,0.00003565591,3.251405e-7,0.000007445552,0.000833235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1100476,"threshold_uncertainty_score":0.4719829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1309469603303746,"score_gpt":0.3894558791669709,"score_spread":0.2585089188365963,"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."}}