{"id":"W100450444","doi":"10.1016/b978-008045263-0/50027-1","title":"Design and manufacturing of micro heaters for gas sensors","year":2006,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Advanced Sensor Technologies Research","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Research & Development Corporation","funders":"","keywords":"Ceramic; Materials science; Substrate (aquarium); Membrane; Electrical conductor; Mechanical engineering; Laser; Heating element; Composite material; Engineering; Optics; Chemistry","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"],"consensus_categories":[],"category_scores_codex":[0.00009491313,0.0003710613,0.0004962836,0.0002690172,0.00004537727,0.00001726105,0.0002022828,0.0003707967,0.00001055661],"category_scores_gemma":[0.000009296903,0.0003794951,0.000111138,0.000006026691,0.0001872095,0.00002600268,0.00007219787,0.0003726746,0.00000701675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086744,"about_ca_system_score_gemma":0.00001054087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.659717e-7,"about_ca_topic_score_gemma":0.000001199726,"domain_scores_codex":[0.9987927,0.000007752436,0.0003445299,0.0003101724,0.0001653116,0.0003794966],"domain_scores_gemma":[0.9992702,0.0001638879,0.00006916557,0.0004043359,0.00003918821,0.00005322714],"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":[0.00002423165,0.000001543322,4.590586e-7,0.0006285817,0.0001034664,0.00002175194,0.00003185196,0.007133126,0.01246105,0.00009664153,0.0002540105,0.9792433],"study_design_scores_gemma":[0.0004257225,0.00009330067,0.000002520226,0.000362053,0.00005807192,0.00002795194,0.000008975884,0.001132171,0.4533239,0.01181913,0.5321457,0.0006004455],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003915574,0.002559086,0.007466301,0.00002824502,0.0002060453,0.002534509,0.0001120507,0.0007981735,0.98238],"genre_scores_gemma":[0.003999441,0.0005515052,0.05203885,0.00001278745,0.00008990693,0.00007979142,0.00001963043,0.000327621,0.9428805],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9786428,"threshold_uncertainty_score":0.9998657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002760880380257,"score_gpt":0.2379088070701895,"score_spread":0.2178811982663869,"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."}}