{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001817037,0.0004837937,0.0004903426,0.0005288966,0.00200055,0.0009481857,0.001827416,0.0002842559,0.004836471],"category_scores_gemma":[0.0009695397,0.0003529921,0.0004109792,0.001738679,0.0008325213,0.0003541625,0.000228367,0.002176825,0.001561872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411568,"about_ca_system_score_gemma":0.001028283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003245723,"about_ca_topic_score_gemma":0.000007597028,"domain_scores_codex":[0.9954299,0.001389392,0.0009361054,0.0006448928,0.0005932869,0.001006426],"domain_scores_gemma":[0.9965739,0.0009613205,0.0004994751,0.001249659,0.0003061039,0.0004094967],"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":[0.000279867,0.001804885,0.01303325,0.00007086402,0.0003870276,0.0001473177,0.0240722,0.0002921291,0.002024337,0.07793916,0.8537695,0.02617946],"study_design_scores_gemma":[0.00179524,0.0002493408,0.01777153,0.0003417153,0.0002404912,0.001398275,0.01679802,0.001319226,0.0003559486,0.005092023,0.9540738,0.000564414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5461031,0.009064185,0.002120675,0.1758719,0.03870941,0.001027151,0.0001042844,0.0001892221,0.22681],"genre_scores_gemma":[0.9538965,0.001236022,0.00004949103,0.009540577,0.001842962,0.00002843816,0.000002246949,0.00004464862,0.03335907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4077934,"threshold_uncertainty_score":0.9998922,"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."}}