{"id":"W1933827455","doi":"","title":"Principal Voices from Across Canada: Knowledge and Understanding","year":2015,"lang":"en","type":"article","venue":"Antistasis","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Principal (computer security); Political science; Sociology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003158388,0.00005877656,0.00008964842,0.000008716955,0.000362403,0.00007734385,0.00008823524,0.00003488688,0.0000329324],"category_scores_gemma":[0.0001708485,0.00005775835,0.00001176296,0.0001152105,0.0002095107,0.00009701199,0.00003076862,0.00006182927,0.00001085895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003709498,"about_ca_system_score_gemma":0.0005348728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8514652,"about_ca_topic_score_gemma":0.9897842,"domain_scores_codex":[0.9993106,0.00009289446,0.00007821713,0.0001364075,0.0001661256,0.0002158116],"domain_scores_gemma":[0.9995832,0.0001222754,0.00003360429,0.00006475377,0.00004261159,0.0001535069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004767522,0.00002819372,0.2348227,0.000006196254,0.00004247131,0.000004418801,0.7115465,1.491507e-7,0.000002135286,0.01004125,0.0372885,0.006212759],"study_design_scores_gemma":[0.0001202329,0.000004126827,0.05571269,0.000007474665,0.000007651743,1.660085e-7,0.6200216,0.000001353704,0.00001262856,0.0004304375,0.3236012,0.0000803789],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522313,0.00333919,0.00009760629,0.02546562,0.000945822,0.00008048357,0.00003717654,0.00005339009,0.01774942],"genre_scores_gemma":[0.9983829,0.00006989992,0.00007730608,0.0001654747,0.0002383644,0.000002614541,0.000003437019,0.00000447682,0.001055574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2863128,"threshold_uncertainty_score":0.2787348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3563181771573034,"score_gpt":0.4368526978565496,"score_spread":0.08053452069924616,"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."}}