{"id":"W2400243035","doi":"10.35608/ruraled.v36i3.322","title":"The Lone Ranger in Rural Education: The Small Rural School Principal and Professional Development","year":2018,"lang":"en","type":"article","venue":"The Rural Educator","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Professional development; School district; Principal (computer security); State (computer science); Position (finance); Faculty development; Pedagogy; Rural area; Rural district; Sociology; Political science; Medical education; Business; Medicine; Socioeconomics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005861771,0.0001606962,0.000108993,0.00001615826,0.001789263,0.0001535565,0.0005176906,0.00004469885,0.0004193774],"category_scores_gemma":[0.0001957986,0.00004090788,0.00003426757,0.0004944512,0.0005246354,0.0001152189,0.000239753,0.0002162373,0.0002415534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005979,"about_ca_system_score_gemma":0.0004005948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000427109,"about_ca_topic_score_gemma":0.001060276,"domain_scores_codex":[0.9988929,0.0001210277,0.0002748593,0.000141505,0.000242143,0.0003275397],"domain_scores_gemma":[0.9990575,0.0004091884,0.0001089512,0.0001158464,0.0002329982,0.00007553931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002892691,0.001173614,0.2642124,0.00002004424,0.0001735243,5.041099e-7,0.01580147,6.366973e-7,0.006948828,0.04013856,0.1987789,0.4724622],"study_design_scores_gemma":[0.00008439932,0.0000300742,0.7902985,0.00004949057,0.000007119993,0.000008470506,0.04771625,0.000002287845,0.0001701918,0.0008690206,0.1606381,0.0001260908],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920747,0.0008530763,7.622478e-8,0.0747358,0.00240369,0.0004532966,0.000003501983,0.00001950739,0.0007840521],"genre_scores_gemma":[0.9830962,0.00007176097,0.00006821893,0.001550011,0.001659681,0.0003035854,0.00002196187,0.000001712458,0.01322684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.526086,"threshold_uncertainty_score":0.9995103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02405467799814209,"score_gpt":0.271526897410671,"score_spread":0.2474722194125289,"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."}}