{"id":"W2018229933","doi":"10.1063/1.1574395","title":"High-stability quartz-crystal microbalance for investigations in surface science","year":2003,"lang":"en","type":"article","venue":"Review of Scientific Instruments","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Quartz crystal microbalance; Adsorption; Materials science; Monolayer; Analytical Chemistry (journal); Sputtering; Crystal (programming language); Quartz; Stability (learning theory); Thin film; Stoichiometry; Deposition (geology); Nanotechnology; Chemistry; Composite material; Physical chemistry; Chromatography","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":[0.002932755,0.001058349,0.001191826,0.001513446,0.001213112,0.001126694,0.001983575,0.001755132,0.004730008],"category_scores_gemma":[0.002396157,0.0006708535,0.0005032428,0.00174315,0.0007908612,0.001372039,0.0008700801,0.002073429,0.004242651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252071,"about_ca_system_score_gemma":0.001063534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000703616,"about_ca_topic_score_gemma":0.002094332,"domain_scores_codex":[0.9973605,0.0004591035,0.0001373356,0.0003389423,0.001594467,0.0001096436],"domain_scores_gemma":[0.9984807,0.000800913,0.00009136587,0.0002138996,0.0003362412,0.00007681168],"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":[0.00008519075,0.0001301513,0.0005384186,0.001051413,0.00003614345,0.0001448456,0.0001192498,0.0003139553,0.8763405,0.01249684,0.005847007,0.1028964],"study_design_scores_gemma":[0.00007877188,0.0004941308,0.001912739,0.0001034594,0.00006756131,0.001015095,0.00006373091,0.006451921,0.7945243,0.003300481,0.1918827,0.0001051219],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02434355,0.07030863,0.8753607,0.001693982,0.001925288,0.00112375,0.001038893,0.004191063,0.02001409],"genre_scores_gemma":[0.07569865,0.02428456,0.8787498,0.0006584717,0.000665601,0.001863873,0.001499929,0.0004853784,0.01609376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004730008,"threshold_uncertainty_score":0.01582348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998605247052256,"score_gpt":0.2502444154995083,"score_spread":0.2302583630289858,"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."}}