{"id":"W4407636604","doi":"10.1016/j.measurement.2025.117042","title":"Bootstrap analysis for predicting circularity and cylindricity errors in palm/jute fiber reinforced hybrid composites","year":2025,"lang":"en","type":"article","venue":"Measurement","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"Al-Imam Muhammad Ibn Saud Islamic University; Deanship of Scientific Research, Imam Mohammed Ibn Saud Islamic University","keywords":"Composite material; Palm; Materials science; Fiber; Pulp and paper industry; Engineering","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":[0.001310659,0.0002361123,0.0004518919,0.0003802936,0.0002175716,0.0001424581,0.0002809105,0.00007780451,0.00004934609],"category_scores_gemma":[0.0001591646,0.0002203042,0.0001664183,0.00060663,0.00006808563,0.000188642,0.0001314954,0.000171481,0.0000074727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002746006,"about_ca_system_score_gemma":0.00007630684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003357728,"about_ca_topic_score_gemma":0.0001134915,"domain_scores_codex":[0.9978703,0.00009070518,0.0005632088,0.0004895052,0.0005565326,0.0004297942],"domain_scores_gemma":[0.9990237,0.0001236106,0.0001541494,0.0003611581,0.0002483111,0.00008909412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001427618,0.00003045863,0.04514958,0.0001865448,0.0003042725,0.00000604019,0.0001424926,0.02406321,0.9288437,0.000418236,0.00009024319,0.0006224658],"study_design_scores_gemma":[0.001333258,0.0000728071,0.06858592,0.0001657491,0.0005325985,0.000003584365,0.00002840387,0.03981488,0.8883789,0.0003388275,0.0003835052,0.0003615177],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832824,0.0004746511,0.01412812,0.0003121415,0.0001722969,0.0007947371,0.00002816061,0.0001004707,0.000706952],"genre_scores_gemma":[0.9960275,0.000004882259,0.003507447,0.0001638875,0.00002580904,0.00007851935,0.00002519993,0.000009818256,0.0001569875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04046476,"threshold_uncertainty_score":0.8983745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03670736169321445,"score_gpt":0.2720201790804663,"score_spread":0.2353128173872518,"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."}}