{"id":"W7097296712","doi":"","title":"Articles","year":2016,"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":"","funders":"","keywords":"Attrition; Chose; Economic shortage; Developed country","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":[0.0001917707,0.00001223295,0.00001278909,0.00001089724,0.0000959229,0.000005078826,0.00003345943,0.00001401108,0.00138137],"category_scores_gemma":[0.00009395496,0.000006363439,0.00000589595,0.00004006697,0.00003097253,0.0001064788,0.000006728376,0.000006578215,0.0002941652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001820896,"about_ca_system_score_gemma":0.00003527519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005946318,"about_ca_topic_score_gemma":0.0001508543,"domain_scores_codex":[0.9997575,0.00002855516,0.00002933467,0.00003433897,0.00008959174,0.00006064463],"domain_scores_gemma":[0.99989,0.00004278454,0.000006542437,0.00001991107,0.00001617639,0.00002455206],"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":[0.00000156329,0.000008428085,0.06546947,1.629181e-7,0.000001287615,1.429198e-7,0.002499526,1.767845e-9,0.00363574,0.6383098,0.009842671,0.2802312],"study_design_scores_gemma":[0.0001750708,0.00000383692,0.2945247,0.00001356144,7.463888e-7,3.331933e-8,0.002050339,1.450833e-7,0.004421754,0.0642655,0.6344774,0.0000669045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6002707,0.000004918896,0.003198775,0.03486771,0.0001711532,0.00004404818,9.52189e-8,0.0001045085,0.361338],"genre_scores_gemma":[0.9005576,0.000004676127,0.0004871539,0.0001479498,0.00004656104,0.000001798218,6.261003e-8,8.448989e-7,0.09875337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6246347,"threshold_uncertainty_score":0.9995315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05833950782595059,"score_gpt":0.3385321789692888,"score_spread":0.2801926711433382,"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."}}