{"id":"W4412834568","doi":"10.1111/cura.12674","title":"成为更好的自己 <sup>1</sup> :中国科学类博物馆教育工作者专业成长愿景与路径研究","year":2025,"lang":"zh","type":"article","venue":"Curator The Museum Journal","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perspective (graphical); Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.004229448,0.0006210897,0.000478357,0.00225367,0.006700876,0.01669675,0.001348461,0.002217421,0.01791935],"category_scores_gemma":[0.007669034,0.0004146247,0.0005196175,0.003381704,0.01859375,0.0190228,0.003056695,0.002959006,0.001754133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008055733,"about_ca_system_score_gemma":0.008320522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007366,"about_ca_topic_score_gemma":0.008384865,"domain_scores_codex":[0.9966623,0.00181688,0.0001396908,0.0004130249,0.00070394,0.0002641369],"domain_scores_gemma":[0.9951611,0.002954625,0.0003855941,0.000237889,0.0008770794,0.0003837604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007364787,0.000009890246,0.0003556756,0.00003506363,0.000004714592,0.00005208567,0.01739706,0.0001787221,0.00007853975,0.9749761,0.002324614,0.004580179],"study_design_scores_gemma":[0.0000203643,0.00002648503,0.001079025,0.0001840271,0.00001799801,0.0001185572,0.0687702,0.0008328387,0.0005594167,0.8231112,0.1052521,0.00002771108],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06882569,0.002434975,0.02182544,0.03727484,0.0005174399,0.000127795,0.0002241529,0.0001477992,0.8686219],"genre_scores_gemma":[0.925524,0.001492482,0.009959594,0.00203272,0.0001694469,0.0002587772,0.00009018098,0.00007517153,0.0603976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01791935,"threshold_uncertainty_score":0.05994624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04233291841344513,"score_gpt":0.3705820237205022,"score_spread":0.3282491053070571,"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."}}