{"id":"W4233610101","doi":"10.1007/978-1-4939-7131-2_100185","title":"Composite Networks","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Composite number; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001935312,0.0002885296,0.0002700049,0.00005791214,0.00002546093,0.00001713232,0.0002312712,0.0005556597,0.001617131],"category_scores_gemma":[0.000002590309,0.0002699352,0.00007314459,0.00001923583,0.0001544593,0.00003714021,0.0001036767,0.0004681007,0.0010013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005472868,"about_ca_system_score_gemma":0.000001897812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.135578e-7,"about_ca_topic_score_gemma":0.000003348362,"domain_scores_codex":[0.999291,7.271399e-7,0.0001837069,0.0001848235,0.00008941675,0.0002503234],"domain_scores_gemma":[0.9994681,0.0000437264,0.00002030792,0.0003928078,0.00002696763,0.00004805012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006382691,0.000003275128,0.000002286304,0.0000514781,0.0002220875,0.00004554332,0.000006325333,0.1387408,0.0000189831,0.6193103,0.1791736,0.062419],"study_design_scores_gemma":[0.00007149018,0.00003434609,0.000001983357,0.0001187218,0.00002895112,0.000008037322,0.000001252584,0.09956706,0.00002749046,0.0957702,0.8038028,0.0005676177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000401735,0.001258346,0.1485245,0.00001361373,0.0003815232,0.00009500996,0.000002787066,0.003209598,0.8465106],"genre_scores_gemma":[0.001004606,0.001945327,0.08822797,0.0001156884,0.0008838261,0.000008509765,0.0000384298,0.0002555596,0.9075201],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6246292,"threshold_uncertainty_score":0.9999753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009748778786251201,"score_gpt":0.1993273872519811,"score_spread":0.1895786084657299,"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."}}