{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005406547,0.000248539,0.0002878302,0.0001271469,0.0003120256,0.0003050955,0.0004784574,0.0006331569,0.2475708],"category_scores_gemma":[0.0001267052,0.0002457338,0.0001171696,0.000574082,0.0002855251,0.0004157602,0.00002347726,0.000511703,0.3919698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002740819,"about_ca_system_score_gemma":0.001194583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003041752,"about_ca_topic_score_gemma":0.0004129171,"domain_scores_codex":[0.9978349,0.0002383874,0.0003331701,0.0004146175,0.0006262724,0.0005526287],"domain_scores_gemma":[0.998847,0.0001721229,0.000224737,0.000285841,0.0003648922,0.0001053782],"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":[0.000003032991,0.00002762694,0.001227903,0.0000558587,0.0000235585,1.504045e-7,0.003358108,0.000002833323,0.000008452564,0.02621824,0.9686978,0.0003764786],"study_design_scores_gemma":[0.00007564618,0.000009337748,0.0001967836,0.00005468658,0.000009947468,3.534901e-7,0.0124479,0.000001864358,0.00001864275,0.0002677869,0.9865772,0.0003398246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002906985,0.0002471685,0.00008108893,0.08364563,0.01047875,0.0003292582,0.00002267157,0.0000629627,0.9048418],"genre_scores_gemma":[0.02966382,0.00009660098,0.0001895968,0.01282515,0.005705019,0.0000279746,0.0006736818,0.00003610573,0.9507821],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.144399,"threshold_uncertainty_score":0.9999995,"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."}}