{"id":"W2274271871","doi":"10.13073/0015-7473-61.5.381","title":"Preliminary Experiments on the Manufacture of Hollow Core Composite Panels","year":2011,"lang":"en","type":"article","venue":"Forest Products Journal","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Composite number; Core (optical fiber); Composite material; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001018726,0.00017003,0.0001557023,0.00006732537,0.0001192964,0.00002770081,0.0003304437,0.00005210916,0.0001953882],"category_scores_gemma":[0.00001061959,0.0001065024,0.00007774055,0.00008555364,0.00005707384,0.00007992582,0.00003798376,0.0003627153,0.00001604113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000207539,"about_ca_system_score_gemma":0.00001218319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003948634,"about_ca_topic_score_gemma":4.768824e-7,"domain_scores_codex":[0.9991917,0.00002557397,0.0002234152,0.0001214243,0.0002260374,0.000211835],"domain_scores_gemma":[0.9994702,0.00001701466,0.00007457373,0.0003199207,0.00005356621,0.00006474432],"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":[0.001355517,0.0005059334,0.01591402,0.0003792313,0.001023932,0.0004700245,0.02403032,0.02799377,0.8816211,0.004227861,0.03149093,0.0109874],"study_design_scores_gemma":[0.000323857,0.0003911366,0.1031777,0.00009201716,0.00004100291,0.0004807483,0.0001333395,0.0003710787,0.8904101,0.002262371,0.00210394,0.0002127748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939072,0.0007402463,0.0001444773,0.00006186396,0.0007934978,0.0001639815,0.000005641994,0.00004341777,0.004139672],"genre_scores_gemma":[0.9988689,0.00003742905,0.0005920411,0.00003825048,0.0002786113,0.000003623295,0.000005109292,0.00002911009,0.0001468716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08726364,"threshold_uncertainty_score":0.4343042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03555692132182818,"score_gpt":0.2189279168207157,"score_spread":0.1833709954988876,"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."}}