{"id":"W2616682964","doi":"10.11575/prism/31661","title":"Research brief: Pre-service teacher education availability in rural Canadian communities","year":2017,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University","keywords":"Service (business); Economic growth; Political science; Business; Public relations; Marketing; Economics","routes":{"ca_aff":false,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001615451,0.00004675153,0.000105343,0.0002081428,0.001764755,0.00006903134,0.0007771211,0.0001119178,0.0007425839],"category_scores_gemma":[0.0001229774,0.00006223545,0.00002813566,0.0001486369,0.0005238841,0.0004079026,0.00008778002,0.0002452243,0.0000565899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003923826,"about_ca_system_score_gemma":0.002685761,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9968144,"about_ca_topic_score_gemma":0.9642912,"domain_scores_codex":[0.9988026,0.0005395741,0.00008257791,0.00008392814,0.0002381013,0.0002531972],"domain_scores_gemma":[0.9988895,0.0000808802,0.00008690696,0.0004747595,0.0002674343,0.0002005203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001156014,0.000108451,0.5755932,0.00003209548,0.000005768228,6.8927e-7,0.3365199,5.132534e-8,0.000006023581,0.01975541,0.009405229,0.05856165],"study_design_scores_gemma":[0.00010019,0.000006644141,0.7096486,0.0000383591,0.00000237094,1.269957e-7,0.09733023,0.00006586681,0.000001112428,0.0007942404,0.1919535,0.0000588086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7388046,0.00004192691,0.00001531824,0.008716905,0.0001225749,0.0001765067,4.7845e-7,0.000007490501,0.2521142],"genre_scores_gemma":[0.9797437,0.00004348764,0.0003118072,0.00007954871,0.00004881678,0.000001003853,0.000005642189,0.000003462647,0.01976257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2409391,"threshold_uncertainty_score":0.9995348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06050325859424495,"score_gpt":0.3477463660729288,"score_spread":0.2872431074786839,"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."}}