{"id":"W3200483026","doi":"10.82308/29846","title":"Experimental characterization of automated fiber placement process defects in composite structures","year":2011,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Process (computing); Characterization (materials science); Composite number; Fiber; Computer science; Materials science; Composite material; Nanotechnology; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003283691,0.0002948925,0.0001905214,0.0002218513,0.0002704722,0.0001330309,0.0002971939,0.0003618237,0.0008305265],"category_scores_gemma":[0.0007419077,0.0001622999,0.00011283,0.000233121,0.0004040705,0.0002132518,0.0002380655,0.000239186,0.00009944798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002718242,"about_ca_system_score_gemma":0.0001644722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008358218,"about_ca_topic_score_gemma":0.001477675,"domain_scores_codex":[0.9995813,0.00004203486,0.00001917514,0.00008946269,0.0002092493,0.00005880326],"domain_scores_gemma":[0.9987154,0.0003792205,0.0003311448,0.0001790527,0.0003391073,0.00005620147],"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":[0.0001554196,0.0001421039,0.001840411,0.00004362661,0.000004527298,0.0000738444,0.0001203398,0.003359739,0.9908152,0.00004635056,0.00003049174,0.003367961],"study_design_scores_gemma":[0.00001539002,0.002529645,0.009693167,0.000004328482,0.000009447964,0.00008286216,0.00006554017,0.008477187,0.9787098,0.00002917748,0.0003736217,0.000009829839],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980592,0.00002119972,0.001670822,0.000002746643,0.000002433131,0.00001042695,0.00003635778,0.00002149215,0.0001752042],"genre_scores_gemma":[0.9974344,0.00002017359,0.002149043,0.000002914573,0.000001696432,0.00001789407,0.00005360656,0.000008301791,0.0003119794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008358218,"threshold_uncertainty_score":0.002778411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844476180208265,"score_gpt":0.2366796027274038,"score_spread":0.2182348409253211,"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."}}