{"id":"W1963650669","doi":"10.1080/02773810802124753","title":"Professor Hou-min Chang 2007 ISWFPC Notable Achievement Award","year":2008,"lang":"en","type":"article","venue":"Journal of Wood Chemistry and Technology","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chemistry; Mathematics education; 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":[0.0003084996,0.0001122448,0.0003928791,0.0001204103,0.0001675595,0.00001572977,0.0002190841,0.0001491749,0.0006973043],"category_scores_gemma":[0.00006672381,0.0001149611,0.00006753814,0.0001653852,0.0002157782,0.0001237094,0.0001232213,0.0002298755,0.000228948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005616981,"about_ca_system_score_gemma":0.00002240139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000405421,"about_ca_topic_score_gemma":4.415058e-7,"domain_scores_codex":[0.9990258,0.000002074554,0.000493016,0.0002044427,0.00003014923,0.0002445337],"domain_scores_gemma":[0.9992068,0.00001347149,0.0005043799,0.0001634547,0.00005098823,0.00006084701],"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":[0.0001934565,0.001311907,0.1222714,0.0004187605,0.00153841,0.0004676851,0.002568613,0.00002186003,0.01369164,0.02364368,0.8294107,0.004461958],"study_design_scores_gemma":[0.001744284,0.0001458701,0.000662984,0.00004939783,0.00002360265,0.0005020149,0.00180874,0.00005123407,0.04069382,0.006333198,0.9476401,0.0003447049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554985,0.004666887,0.00005231253,0.004057886,0.001139784,0.00006153509,0.00005352653,0.00002429572,0.03444525],"genre_scores_gemma":[0.9041069,0.00203168,0.0007572934,0.0001073644,0.0002662328,0.000006791108,0.000001830548,0.00001240966,0.09270947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1216084,"threshold_uncertainty_score":0.7634993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02483470348057264,"score_gpt":0.2018841057539905,"score_spread":0.1770494022734179,"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."}}