{"id":"W4231515129","doi":"10.1353/vcr.2007.0005","title":"Pied Studies","year":2007,"lang":"en","type":"article","venue":"Victorian review","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003636058,0.0001146004,0.000280718,0.00002719726,0.00002056349,0.000006576526,0.0001331197,0.00003218294,0.0001435864],"category_scores_gemma":[0.00006557548,0.00009631038,0.00006776521,0.0001859295,0.000009699508,0.00004251517,0.00002289577,0.00009487588,0.0003821135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004636867,"about_ca_system_score_gemma":0.000002909283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.839848e-7,"about_ca_topic_score_gemma":0.000001909864,"domain_scores_codex":[0.9992964,0.00001160819,0.0002707746,0.00009647743,0.0001340271,0.0001906649],"domain_scores_gemma":[0.9995379,0.00008021372,0.00001894868,0.0002388638,0.00004016253,0.00008391348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001719276,0.0001605043,0.001187371,0.0409472,0.0008065361,0.0003224817,0.0007169694,0.00003306666,0.1399,0.07749549,0.1359942,0.602419],"study_design_scores_gemma":[0.00007077725,0.00001647269,0.0002093055,0.001649545,0.00006333541,0.000004875516,0.000003152355,0.000005751144,0.00453056,0.0001558352,0.9931334,0.0001569757],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006454996,0.9734738,0.00504125,0.0003054345,0.003018822,0.0005228133,0.000002457043,0.0009037685,0.01027666],"genre_scores_gemma":[0.5513509,0.4370469,0.008226699,0.001363754,0.001337607,0.00006745049,0.00001116666,0.0001279008,0.0004676551],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8571392,"threshold_uncertainty_score":0.4911423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03706472276874927,"score_gpt":0.3209270929458789,"score_spread":0.2838623701771296,"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."}}