{"id":"W4296891025","doi":"10.1116/6.0002085","title":"Vibrational sum frequency spectroscopy of thin film interfaces","year":2022,"lang":"en","type":"article","venue":"Biointerphases","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Spectroscopy; Thin film; Sum frequency generation spectroscopy; Infrared spectroscopy; Chemistry; Materials science; Optoelectronics; Sum-frequency generation; Analytical Chemistry (journal); Nanotechnology; Optics; Chemical physics; Physics; Nonlinear optics; Organic chemistry; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005552124,0.0001196626,0.0001802396,0.00004117866,0.000155052,0.00001593829,0.000191013,0.00000937587,0.01177338],"category_scores_gemma":[0.000007259374,0.0001082438,0.0001071758,0.0001156704,0.00008656787,0.00007146346,0.0001519241,0.0001239983,0.00001274928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002933168,"about_ca_system_score_gemma":0.00003703514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003676171,"about_ca_topic_score_gemma":0.000005888555,"domain_scores_codex":[0.9992182,0.00003016481,0.0002280391,0.0001871981,0.0001665367,0.0001699216],"domain_scores_gemma":[0.999638,0.00007082371,0.0001086243,0.0001281067,0.0000229184,0.00003155603],"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":[0.0001157145,0.0006634425,0.036543,0.00001508764,0.0001954534,0.000002249154,0.0005202725,0.00006281641,0.8869554,0.05037471,0.02435409,0.0001977787],"study_design_scores_gemma":[0.0003333895,0.000300476,0.0005716873,0.00001512219,0.00001875026,0.00000132457,0.001327279,0.000365617,0.9824602,0.01311034,0.00134406,0.0001517736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755132,0.0004390259,0.004656137,0.0004218745,0.0003164744,0.000113737,0.0005973955,0.0000395904,0.01790254],"genre_scores_gemma":[0.9978474,0.000002158313,0.001661017,0.00005196705,0.0001356283,0.00003813298,0.00007344616,0.000009265665,0.0001810337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0955048,"threshold_uncertainty_score":0.98913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233503010001315,"score_gpt":0.2658602633839783,"score_spread":0.2535252332839651,"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."}}