{"id":"W2055799673","doi":"10.1155/2013/307615","title":"Modeling, Characterization, and Processing of Advanced Composites","year":2013,"lang":"en","type":"article","venue":"Advances in Materials Science and Engineering","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Materials science; Characterization (materials science); Composite material; Nanotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002681048,0.0005070277,0.0005372147,0.0003458363,0.0003152523,0.0004855153,0.0006392018,0.0006417301,0.003398167],"category_scores_gemma":[0.0004730961,0.0004393294,0.0005698611,0.0004717638,0.0002086249,0.0006298543,0.0002445304,0.0003943068,0.0008623617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004814475,"about_ca_system_score_gemma":0.0007204888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006712804,"about_ca_topic_score_gemma":0.007426882,"domain_scores_codex":[0.9998425,0.00001390761,0.000004973992,0.00002385065,0.00009894489,0.00001579912],"domain_scores_gemma":[0.9998075,0.00008086539,0.00002375978,0.00003241306,0.0000429778,0.00001242191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001263658,0.0001507335,0.001943026,0.0003650628,0.00003499775,0.0001185181,0.00004227489,0.858497,0.09919877,0.00157016,0.002480234,0.03547281],"study_design_scores_gemma":[0.00001123557,0.00008665469,0.001374646,0.00001323661,0.00002620782,0.00005722988,0.00001209809,0.9555829,0.03669866,0.0008728675,0.005249328,0.00001484974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.501133,0.005458028,0.4372496,0.001109511,0.0003847143,0.0002843977,0.004162116,0.002901412,0.04731714],"genre_scores_gemma":[0.9468573,0.001780148,0.041017,0.00004010171,0.0000324817,0.0001477981,0.001518452,0.0002681722,0.008338421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006712804,"threshold_uncertainty_score":0.01334745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00496126260921035,"score_gpt":0.2033784825765106,"score_spread":0.1984172199673003,"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."}}