{"id":"W4251197355","doi":"10.1007/978-1-4939-7131-2_100324","title":"Elementary Matrix","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Matrix (chemical analysis); Materials science; Composite material","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":[0.0002464287,0.001031336,0.0006859034,0.001561443,0.001626227,0.002580994,0.001172055,0.0008255828,0.1157308],"category_scores_gemma":[0.0008319059,0.0003957983,0.0006012606,0.0009731891,0.001498268,0.003335071,0.001493695,0.002320768,0.0473166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009893841,"about_ca_system_score_gemma":0.0007765293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009790265,"about_ca_topic_score_gemma":0.001328908,"domain_scores_codex":[0.9996811,0.00003769359,0.000008688688,0.00006668271,0.0001695695,0.00003629946],"domain_scores_gemma":[0.9998025,0.00003194695,0.000009014926,0.00004922516,0.00007885363,0.000028396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006350478,0.000009855286,0.00001485761,0.00003958106,0.000002491402,0.00001959033,0.00007101209,0.0001490532,0.0004940887,0.9554665,0.02912806,0.0145985],"study_design_scores_gemma":[0.000006534455,0.00001434569,0.00008128443,0.00003127118,0.000005610037,0.0001422812,0.00006210056,0.0009894946,0.0009558666,0.680137,0.3175606,0.00001361738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003219841,0.0006877931,0.03608343,0.001002306,0.001339204,0.00004365402,0.0003895719,0.0004878783,0.9567463],"genre_scores_gemma":[0.06170229,0.001724625,0.01710047,0.0007450515,0.001086639,0.0001114797,0.000891235,0.0009224248,0.9157158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1157308,"threshold_uncertainty_score":0.387158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099517858356222,"score_gpt":0.2245253129364414,"score_spread":0.2135301343528792,"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."}}