{"id":"W4239999366","doi":"10.1007/978-3-662-53120-4_300631","title":"Smart Materials","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Materials science; Computer science","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":[0.0001532358,0.001023815,0.0004975674,0.001313619,0.0009098453,0.002015339,0.0006913247,0.001062419,0.1698367],"category_scores_gemma":[0.0002839221,0.0004610623,0.0003218751,0.00108654,0.0006179668,0.00184229,0.00164169,0.001518997,0.09996139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006689315,"about_ca_system_score_gemma":0.0004869839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005834256,"about_ca_topic_score_gemma":0.002384212,"domain_scores_codex":[0.9997724,0.0000116443,0.000006540974,0.00004409916,0.0001429133,0.00002242743],"domain_scores_gemma":[0.9999329,0.00001341881,0.000004016495,0.00001715143,0.00002265105,0.000009805673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003673002,0.00005873663,0.00007574006,0.0004796883,0.00000786185,0.0001145333,0.0001700447,0.0004106338,0.0144017,0.1273534,0.3670268,0.4898643],"study_design_scores_gemma":[0.000001784972,0.000009327609,0.00008808044,0.00005453367,0.000002004562,0.000104905,0.00002156695,0.0001785398,0.00270908,0.00636718,0.9904587,0.000004316053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000804435,0.005307909,0.006520418,0.0004946138,0.001313847,0.00003885105,0.0002565118,0.0003569213,0.9849065],"genre_scores_gemma":[0.002397098,0.002162335,0.00169382,0.0002499209,0.00008292256,0.00002882493,0.0001862382,0.00008563912,0.9931132],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1698367,"threshold_uncertainty_score":0.5681604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496422933964287,"score_gpt":0.1909534166142973,"score_spread":0.1759891872746545,"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."}}