{"id":"W4402449641","doi":"10.1016/j.addma.2024.104423","title":"Unveiling the impact of short fibre reinforcement and extrusion properties on microstructure of 3D printed polycarbonate composites","year":2024,"lang":"en","type":"article","venue":"Additive manufacturing","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; AS Composite (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Polycarbonate; Composite material; Extrusion; Microstructure; Reinforcement; 3d printed; 3D printing; Biomedical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001749571,0.0001743186,0.0001191033,0.0001607123,0.0001249349,0.0002335938,0.0001094163,0.0002099077,0.0006045673],"category_scores_gemma":[0.0003449308,0.0001157305,0.0001240453,0.0001198136,0.000224359,0.0003054989,0.0001280546,0.0002811154,0.0001142893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001310308,"about_ca_system_score_gemma":0.00009303195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002949026,"about_ca_topic_score_gemma":0.001165306,"domain_scores_codex":[0.9998531,0.00001367614,0.000007787303,0.00002554352,0.00008392133,0.00001601965],"domain_scores_gemma":[0.999724,0.0001254133,0.0000813743,0.00002176843,0.00003687992,0.0000105855],"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":[0.00001785944,0.000005386239,0.0003230075,0.00003444339,0.000002535416,0.0000384599,0.0000200741,0.0005620798,0.9971851,0.00004430065,0.000005782598,0.001760992],"study_design_scores_gemma":[0.000001036787,0.00006958349,0.006699161,0.000003457964,0.000005942742,0.00008392995,0.00002113353,0.002037565,0.9905224,0.00002583045,0.0005240562,0.000005872096],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912213,0.0006472369,0.007172033,0.00002125925,0.000007965235,0.00000601792,0.00005186032,0.00005665874,0.0008156507],"genre_scores_gemma":[0.9958594,0.0002820061,0.003504565,0.00001015357,0.000003572027,0.000005156573,0.00003284371,0.00001830914,0.0002839142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006045673,"threshold_uncertainty_score":0.002022505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243279932946839,"score_gpt":0.2287649400643404,"score_spread":0.2163321407348721,"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."}}