{"id":"W2087467355","doi":"10.1364/ao.45.001425","title":"Optical characterizations of ZnO, SnO_2, and TiO_2 thin films for butane detection","year":2006,"lang":"en","type":"article","venue":"Applied Optics","topic":"Gas Sensing Nanomaterials and Sensors","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Butane; Materials science; Thin film; Optics; Atomic force microscopy; Optoelectronics; Nanotechnology; Catalysis; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004506066,0.00008835408,0.0001405151,0.00003809927,0.0000411227,0.00002534806,0.00002731896,0.00008205014,0.000004471587],"category_scores_gemma":[0.000008239365,0.00009041127,0.00002012981,0.00005766813,0.00003084455,0.00002502547,0.000008256011,0.00003440586,0.000003239752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008502859,"about_ca_system_score_gemma":0.000003431189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000415259,"about_ca_topic_score_gemma":0.000004382722,"domain_scores_codex":[0.9995328,0.000002279051,0.0001925987,0.00008889523,0.00005458324,0.0001288609],"domain_scores_gemma":[0.9997847,0.00004356943,0.00002789845,0.00009035719,0.00002797905,0.00002547145],"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":[0.000009319065,0.00001322305,0.000008912686,0.00005155048,0.000009476758,4.637305e-7,0.00003586744,0.01112872,0.9791263,0.009005046,0.00003238484,0.0005787458],"study_design_scores_gemma":[0.0004140126,0.00003841212,0.003266333,0.00001084629,0.00004583969,0.000012293,0.00004036416,0.130692,0.8639,0.0008858155,0.0005117774,0.0001822853],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754802,0.00001143271,0.0223854,0.00001577192,0.0001792392,0.0001875131,0.00002728154,0.0001107302,0.001602445],"genre_scores_gemma":[0.9790758,0.00001461512,0.02070609,0.000008410578,0.00008522545,0.00000870304,0.00003666215,0.00002531953,0.0000391493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1195633,"threshold_uncertainty_score":0.3686865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004662480567057477,"score_gpt":0.1681337442860528,"score_spread":0.1634712637189953,"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."}}