{"id":"W4235142890","doi":"10.29046/sln.005.3","title":"Leadership Doctorates Newsletter: Volume 5, Number 3","year":2019,"lang":"en","type":"paratext","venue":"","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre","funders":"Carnegie Mellon University; Rowan University; University of Pittsburgh; University of Pennsylvania","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002488929,0.001472729,0.001034746,0.001951671,0.004260939,0.008541677,0.001426468,0.006405144,0.5763304],"category_scores_gemma":[0.005631133,0.0007623255,0.0009348976,0.001265011,0.0008146639,0.003230236,0.004177967,0.006598743,0.4022147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969044,"about_ca_system_score_gemma":0.00345437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839956,"about_ca_topic_score_gemma":0.009070402,"domain_scores_codex":[0.9978823,0.0002228451,0.00006904524,0.000185123,0.001291706,0.0003490093],"domain_scores_gemma":[0.9926186,0.001148458,0.0002369117,0.000349163,0.002096874,0.00354995],"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":[0.00001381212,0.00002651033,0.00004165728,0.00002380658,6.829457e-7,0.00001608703,0.00001073549,0.000006029599,0.00005611349,0.0001749222,0.9926149,0.007014709],"study_design_scores_gemma":[0.00001649631,0.00002805727,0.0004080995,0.00003752881,0.000001451966,0.00001573166,0.00007442066,0.0000351159,0.00006180519,0.00012984,0.9991863,0.000005064544],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001406072,0.003196585,0.0007860776,0.09566037,0.2668549,0.0004569091,0.001513499,0.001830155,0.6282954],"genre_scores_gemma":[0.001221479,0.0005751682,0.00009566788,0.006325795,0.02003564,0.00006959403,0.000289094,0.0003080884,0.9710793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4236696,"threshold_uncertainty_score":0.6043133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1316515352793303,"score_gpt":0.3704238098582578,"score_spread":0.2387722745789276,"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."}}