{"id":"W4240423813","doi":"10.5539/hes.v9n4p226","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 9, No. 4","year":2019,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Higher education; State (computer science); Sociology; Political science; Management; Law; Mathematics; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05823117,0.002772938,0.003616958,0.01108509,0.005789974,0.01466023,0.005081917,0.007699475,0.1274631],"category_scores_gemma":[0.4386927,0.001168656,0.002926084,0.006122378,0.002662841,0.008611639,0.005307816,0.008230165,0.07645003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006437072,"about_ca_system_score_gemma":0.01687094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684534,"about_ca_topic_score_gemma":0.002722296,"domain_scores_codex":[0.9299641,0.01773748,0.01145324,0.004567729,0.03386347,0.002414019],"domain_scores_gemma":[0.316131,0.04217682,0.01807871,0.01505681,0.5904907,0.01806589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001524044,0.000004058003,0.00008794646,0.0003129675,0.000007031434,0.00003369149,0.00009718108,0.000007420006,0.00003150882,0.000486479,0.9882989,0.01061767],"study_design_scores_gemma":[0.00002010555,0.00001386124,0.0003077722,0.001057348,0.00001777798,0.0001859712,0.0002999044,0.00006259949,0.00006358723,0.0009011319,0.9970438,0.00002615141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0002145204,0.00538389,0.00233376,0.1360973,0.8426875,0.000995923,0.0006898241,0.0006655924,0.01093161],"genre_scores_gemma":[0.01295221,0.01606245,0.01032615,0.139734,0.6020312,0.006033749,0.002890985,0.003604251,0.2063651],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1274631,"threshold_uncertainty_score":0.4264067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260460642121141,"score_gpt":0.4481153758846286,"score_spread":0.3220693116725145,"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."}}