{"id":"W4387902974","doi":"10.29173/oer45","title":"Pedagogical Leadership for Early Learning Educators","year":2023,"lang":"en","type":"book","venue":"","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Red Deer Polytechnic; University of Alberta","funders":"College of Veterinary Medicine, Cornell University","keywords":"Pedagogy; Mathematics education; Psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004553754,0.0003568679,0.000186224,0.0004642998,0.001831376,0.00378774,0.0003593428,0.0009033706,0.04049591],"category_scores_gemma":[0.001483181,0.0001898088,0.0001754338,0.000415618,0.0006787598,0.001589457,0.002078208,0.003252316,0.01953002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001604033,"about_ca_system_score_gemma":0.004240118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001837034,"about_ca_topic_score_gemma":0.007691515,"domain_scores_codex":[0.9996701,0.00006944583,0.000009717991,0.00002505931,0.0001546734,0.00007092319],"domain_scores_gemma":[0.9991952,0.0001826968,0.00004349925,0.00004202996,0.0001805368,0.0003560648],"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":[0.000007063037,0.00008206502,0.0001874721,0.000203965,0.000001255861,0.0001357774,0.002073023,0.00004144156,0.0003213662,0.03854348,0.7407484,0.2176547],"study_design_scores_gemma":[0.000002853869,0.00001234375,0.0002214308,0.000198505,8.160765e-7,0.0001114348,0.0005472025,0.00002097088,0.00009467214,0.003930978,0.994857,0.000001912324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002488947,0.03557269,0.004869789,0.02628101,0.005807524,0.0001073543,0.0001022257,0.0008096718,0.9239608],"genre_scores_gemma":[0.01569603,0.01454341,0.004223909,0.004363975,0.0009320406,0.0001109558,0.0001122505,0.0001739305,0.9598435],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04049591,"threshold_uncertainty_score":0.1354723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3764223899941539,"score_gpt":0.4412923069359118,"score_spread":0.06486991694175787,"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."}}