{"id":"W4405782825","doi":"10.70116/2980274132","title":"Understanding Chinese Principalship—An autobiographical approach","year":2024,"lang":"en","type":"article","venue":"Culture, education and future.","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Cognitive science; Psychoanalysis; Cognitive psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004439433,0.00008863879,0.00007968312,0.00008572429,0.0004778376,0.0003281734,0.0001167949,0.0001450428,0.0001775709],"category_scores_gemma":[0.00002020794,0.00006915713,0.00005325744,0.0004874832,0.0001426793,0.0003578047,0.00001798779,0.000168129,0.00002297248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007978759,"about_ca_system_score_gemma":0.0002081704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001270195,"about_ca_topic_score_gemma":0.0001406636,"domain_scores_codex":[0.9991814,0.0001342473,0.00008872492,0.0002488028,0.0001861673,0.0001606206],"domain_scores_gemma":[0.9996372,0.00001379672,0.00001966726,0.00009696565,0.00003894522,0.0001934428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000306467,0.0001570466,0.007854976,0.00004788041,0.00001778502,3.49833e-7,0.129401,3.203104e-7,0.00000864464,0.8492819,0.01185909,0.001367925],"study_design_scores_gemma":[0.00007181185,0.00001909697,0.01913681,0.0000115376,0.00002432139,0.000003149588,0.2428283,0.00006510046,0.00000123604,0.03262884,0.7050351,0.0001746724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1393615,0.007198229,0.00353557,0.01478044,0.007879945,0.0005915475,0.00002393222,0.0005397928,0.826089],"genre_scores_gemma":[0.9925765,0.0007451401,0.0006930381,0.0003892152,0.002208078,0.000004377412,0.00004963874,0.000005122308,0.003328823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.853215,"threshold_uncertainty_score":0.3675189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1836541503058128,"score_gpt":0.3590118441363669,"score_spread":0.1753576938305542,"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."}}